Dataset statistics
| Number of variables | 120 |
|---|---|
| Number of observations | 1860764 |
| Missing cells | 76023322 |
| Missing cells (%) | 34.0% |
| Total size in memory | 1.8 GiB |
| Average record size in memory | 1.0 KiB |
Variable types
| Numeric | 92 |
|---|---|
| Categorical | 27 |
| DateTime | 1 |
int_rate has a high cardinality: 684 distinct values | High cardinality |
emp_title has a high cardinality: 456736 distinct values | High cardinality |
title has a high cardinality: 61685 distinct values | High cardinality |
zip_code has a high cardinality: 949 distinct values | High cardinality |
addr_state has a high cardinality: 51 distinct values | High cardinality |
earliest_cr_line has a high cardinality: 763 distinct values | High cardinality |
last_credit_pull_d has a high cardinality: 158 distinct values | High cardinality |
sec_app_earliest_cr_line has a high cardinality: 638 distinct values | High cardinality |
title is highly imbalanced (78.2%) | Imbalance |
application_type is highly imbalanced (77.0%) | Imbalance |
hardship_flag is highly imbalanced (99.0%) | Imbalance |
hardship_type is highly imbalanced (56.1%) | Imbalance |
debt_settlement_flag is highly imbalanced (81.8%) | Imbalance |
emp_title has 131528 (7.1%) missing values | Missing |
emp_length has 117260 (6.3%) missing values | Missing |
title has 21406 (1.2%) missing values | Missing |
mths_since_last_delinq has 945315 (50.8%) missing values | Missing |
mths_since_last_record has 1552139 (83.4%) missing values | Missing |
next_pymnt_d has 1860331 (> 99.9%) missing values | Missing |
mths_since_last_major_derog has 1374714 (73.9%) missing values | Missing |
annual_inc_joint has 1791229 (96.3%) missing values | Missing |
dti_joint has 1791232 (96.3%) missing values | Missing |
verification_status_joint has 1793425 (96.4%) missing values | Missing |
tot_coll_amt has 67527 (3.6%) missing values | Missing |
tot_cur_bal has 67527 (3.6%) missing values | Missing |
open_acc_6m has 846444 (45.5%) missing values | Missing |
open_act_il has 846443 (45.5%) missing values | Missing |
open_il_12m has 846443 (45.5%) missing values | Missing |
open_il_24m has 846443 (45.5%) missing values | Missing |
mths_since_rcnt_il has 875459 (47.0%) missing values | Missing |
total_bal_il has 846443 (45.5%) missing values | Missing |
il_util has 988570 (53.1%) missing values | Missing |
open_rv_12m has 846443 (45.5%) missing values | Missing |
open_rv_24m has 846443 (45.5%) missing values | Missing |
max_bal_bc has 846443 (45.5%) missing values | Missing |
all_util has 846582 (45.5%) missing values | Missing |
total_rev_hi_lim has 67527 (3.6%) missing values | Missing |
inq_fi has 846443 (45.5%) missing values | Missing |
total_cu_tl has 846444 (45.5%) missing values | Missing |
inq_last_12m has 846444 (45.5%) missing values | Missing |
acc_open_past_24mths has 47281 (2.5%) missing values | Missing |
avg_cur_bal has 67572 (3.6%) missing values | Missing |
bc_open_to_buy has 67751 (3.6%) missing values | Missing |
bc_util has 68766 (3.7%) missing values | Missing |
mo_sin_old_il_acct has 121143 (6.5%) missing values | Missing |
mo_sin_old_rev_tl_op has 67528 (3.6%) missing values | Missing |
mo_sin_rcnt_rev_tl_op has 67528 (3.6%) missing values | Missing |
mo_sin_rcnt_tl has 67527 (3.6%) missing values | Missing |
mort_acc has 47281 (2.5%) missing values | Missing |
mths_since_recent_bc has 66456 (3.6%) missing values | Missing |
mths_since_recent_bc_dlq has 1424835 (76.6%) missing values | Missing |
mths_since_recent_inq has 231502 (12.4%) missing values | Missing |
mths_since_recent_revol_delinq has 1242944 (66.8%) missing values | Missing |
num_accts_ever_120_pd has 67527 (3.6%) missing values | Missing |
num_actv_bc_tl has 67527 (3.6%) missing values | Missing |
num_actv_rev_tl has 67527 (3.6%) missing values | Missing |
num_bc_sats has 55841 (3.0%) missing values | Missing |
num_bc_tl has 67527 (3.6%) missing values | Missing |
num_il_tl has 67527 (3.6%) missing values | Missing |
num_op_rev_tl has 67527 (3.6%) missing values | Missing |
num_rev_accts has 67528 (3.6%) missing values | Missing |
num_rev_tl_bal_gt_0 has 67527 (3.6%) missing values | Missing |
num_sats has 55841 (3.0%) missing values | Missing |
num_tl_120dpd_2m has 135637 (7.3%) missing values | Missing |
num_tl_30dpd has 67527 (3.6%) missing values | Missing |
num_tl_90g_dpd_24m has 67527 (3.6%) missing values | Missing |
num_tl_op_past_12m has 67527 (3.6%) missing values | Missing |
pct_tl_nvr_dlq has 67681 (3.6%) missing values | Missing |
percent_bc_gt_75 has 68191 (3.7%) missing values | Missing |
tot_hi_cred_lim has 67527 (3.6%) missing values | Missing |
total_bal_ex_mort has 47281 (2.5%) missing values | Missing |
total_bc_limit has 47281 (2.5%) missing values | Missing |
total_il_high_credit_limit has 67527 (3.6%) missing values | Missing |
revol_bal_joint has 1802095 (96.8%) missing values | Missing |
sec_app_fico_range_low has 1802094 (96.8%) missing values | Missing |
sec_app_fico_range_high has 1802094 (96.8%) missing values | Missing |
sec_app_earliest_cr_line has 1802094 (96.8%) missing values | Missing |
sec_app_inq_last_6mths has 1802094 (96.8%) missing values | Missing |
sec_app_mort_acc has 1802094 (96.8%) missing values | Missing |
sec_app_open_acc has 1802094 (96.8%) missing values | Missing |
sec_app_revol_util has 1803076 (96.9%) missing values | Missing |
sec_app_open_act_il has 1802094 (96.8%) missing values | Missing |
sec_app_num_rev_accts has 1802094 (96.8%) missing values | Missing |
sec_app_chargeoff_within_12_mths has 1802094 (96.8%) missing values | Missing |
sec_app_collections_12_mths_ex_med has 1802094 (96.8%) missing values | Missing |
hardship_type has 1848057 (99.3%) missing values | Missing |
hardship_reason has 1848056 (99.3%) missing values | Missing |
hardship_status has 1848057 (99.3%) missing values | Missing |
deferral_term has 1848057 (99.3%) missing values | Missing |
hardship_amount has 1838650 (98.8%) missing values | Missing |
hardship_start_date has 1848057 (99.3%) missing values | Missing |
hardship_end_date has 1848057 (99.3%) missing values | Missing |
payment_plan_start_date has 1848057 (99.3%) missing values | Missing |
hardship_length has 1848057 (99.3%) missing values | Missing |
hardship_dpd has 1848057 (99.3%) missing values | Missing |
hardship_loan_status has 1848068 (99.3%) missing values | Missing |
orig_projected_additional_accrued_interest has 1841486 (99.0%) missing values | Missing |
hardship_payoff_balance_amount has 1838650 (98.8%) missing values | Missing |
hardship_last_payment_amount has 1838650 (98.8%) missing values | Missing |
annual_inc is highly skewed (γ1 = 521.6860298) | Skewed |
dti is highly skewed (γ1 = 29.66055995) | Skewed |
annual_inc_joint is highly skewed (γ1 = 21.21890058) | Skewed |
acc_now_delinq is highly skewed (γ1 = 21.76921297) | Skewed |
tot_coll_amt is highly skewed (γ1 = 778.2900224) | Skewed |
total_rev_hi_lim is highly skewed (γ1 = 38.76993061) | Skewed |
delinq_amnt is highly skewed (γ1 = 96.64892152) | Skewed |
num_tl_120dpd_2m is highly skewed (γ1 = 47.16139638) | Skewed |
num_tl_30dpd is highly skewed (γ1 = 21.67442665) | Skewed |
tax_liens is highly skewed (γ1 = 33.06942152) | Skewed |
delinq_2yrs has 1508234 (81.1%) zeros | Zeros |
inq_last_6mths has 1100425 (59.1%) zeros | Zeros |
pub_rec has 1552809 (83.5%) zeros | Zeros |
collections_12_mths_ex_med has 1830317 (98.4%) zeros | Zeros |
acc_now_delinq has 1852801 (99.6%) zeros | Zeros |
tot_coll_amt has 1517329 (81.5%) zeros | Zeros |
open_acc_6m has 431679 (23.2%) zeros | Zeros |
open_act_il has 116519 (6.3%) zeros | Zeros |
open_il_12m has 522571 (28.1%) zeros | Zeros |
open_il_24m has 250623 (13.5%) zeros | Zeros |
total_bal_il has 111139 (6.0%) zeros | Zeros |
open_rv_12m has 353162 (19.0%) zeros | Zeros |
open_rv_24m has 149809 (8.1%) zeros | Zeros |
max_bal_bc has 27606 (1.5%) zeros | Zeros |
inq_fi has 487467 (26.2%) zeros | Zeros |
total_cu_tl has 535499 (28.8%) zeros | Zeros |
inq_last_12m has 263785 (14.2%) zeros | Zeros |
acc_open_past_24mths has 74489 (4.0%) zeros | Zeros |
bc_open_to_buy has 27132 (1.5%) zeros | Zeros |
bc_util has 23449 (1.3%) zeros | Zeros |
chargeoff_within_12_mths has 1846057 (99.2%) zeros | Zeros |
delinq_amnt has 1854345 (99.7%) zeros | Zeros |
mo_sin_rcnt_rev_tl_op has 28167 (1.5%) zeros | Zeros |
mo_sin_rcnt_tl has 29156 (1.6%) zeros | Zeros |
mort_acc has 748158 (40.2%) zeros | Zeros |
mths_since_recent_inq has 144935 (7.8%) zeros | Zeros |
num_accts_ever_120_pd has 1373922 (73.8%) zeros | Zeros |
num_actv_bc_tl has 41482 (2.2%) zeros | Zeros |
num_bc_sats has 19402 (1.0%) zeros | Zeros |
num_il_tl has 53736 (2.9%) zeros | Zeros |
num_tl_120dpd_2m has 1723948 (92.6%) zeros | Zeros |
num_tl_30dpd has 1788004 (96.1%) zeros | Zeros |
num_tl_90g_dpd_24m has 1694150 (91.0%) zeros | Zeros |
num_tl_op_past_12m has 315076 (16.9%) zeros | Zeros |
percent_bc_gt_75 has 478780 (25.7%) zeros | Zeros |
pub_rec_bankruptcies has 1629217 (87.6%) zeros | Zeros |
tax_liens has 1804142 (97.0%) zeros | Zeros |
total_bc_limit has 20910 (1.1%) zeros | Zeros |
total_il_high_credit_limit has 214223 (11.5%) zeros | Zeros |
sec_app_inq_last_6mths has 33743 (1.8%) zeros | Zeros |
sec_app_mort_acc has 22120 (1.2%) zeros | Zeros |
sec_app_chargeoff_within_12_mths has 57076 (3.1%) zeros | Zeros |
sec_app_collections_12_mths_ex_med has 55186 (3.0%) zeros | Zeros |
target has 1727014 (92.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-05-09 17:14:07.685988 |
|---|---|
| Analysis finished | 2023-05-09 17:16:09.660390 |
| Duration | 2 minutes and 1.97 second |
| Software version | ydata-profiling vv4.1.2 |
| Download configuration | config.json |
loan_amnt
Real number (ℝ)
| Distinct | 1568 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14588.6461 |
| Minimum | 500 |
|---|---|
| Maximum | 40000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 500 |
|---|---|
| 5-th percentile | 3025 |
| Q1 | 7950 |
| median | 12000 |
| Q3 | 20000 |
| 95-th percentile | 35000 |
| Maximum | 40000 |
| Range | 39500 |
| Interquartile range (IQR) | 12050 |
Descriptive statistics
| Standard deviation | 8970.802132 |
|---|---|
| Coefficient of variation (CV) | 0.6149167009 |
| Kurtosis | -0.06006881421 |
| Mean | 14588.6461 |
| Median Absolute Deviation (MAD) | 6000 |
| Skewness | 0.8005137187 |
| Sum | 2.714602748 × 1010 |
| Variance | 80475290.88 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 145253 | 7.8% |
| 20000 | 100493 | 5.4% |
| 12000 | 98949 | 5.3% |
| 15000 | 97788 | 5.3% |
| 5000 | 70248 | 3.8% |
| 35000 | 69115 | 3.7% |
| 8000 | 64917 | 3.5% |
| 6000 | 61955 | 3.3% |
| 16000 | 51959 | 2.8% |
| 25000 | 50006 | 2.7% |
| Other values (1558) | 1050081 |
| Value | Count | Frequency (%) |
| 500 | 5 | |
| 700 | 1 | < 0.1% |
| 725 | 1 | < 0.1% |
| 750 | 1 | < 0.1% |
| 800 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40000 | 18477 | |
| 39975 | 11 | < 0.1% |
| 39950 | 5 | < 0.1% |
| 39925 | 6 | < 0.1% |
| 39900 | 14 | < 0.1% |
term
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.2 MiB |
| 36 months | |
|---|---|
| 60 months |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 36 months |
|---|---|
| 2nd row | 60 months |
| 3rd row | 36 months |
| 4th row | 36 months |
| 5th row | 60 months |
Common Values
| Value | Count | Frequency (%) |
| 36 months | 1393606 | |
| 60 months | 467158 | 25.1% |
Common Values (Plot)
int_rate
Categorical
| Distinct | 684 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.2 MiB |
| 11.99% | 42794 |
|---|---|
| 10.99% | 42601 |
| 5.32% | 41815 |
| 13.99% | 38503 |
| 11.49% | 30640 |
| Other values (679) |
Unique
| Unique | 20 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 10.65% |
|---|---|
| 2nd row | 15.27% |
| 3rd row | 15.96% |
| 4th row | 13.49% |
| 5th row | 12.69% |
Common Values
| Value | Count | Frequency (%) |
| 11.99% | 42794 | 2.3% |
| 10.99% | 42601 | 2.3% |
| 5.32% | 41815 | 2.2% |
| 13.99% | 38503 | 2.1% |
| 11.49% | 30640 | 1.6% |
| 16.99% | 28509 | 1.5% |
| 12.99% | 28413 | 1.5% |
| 7.89% | 27518 | 1.5% |
| 9.17% | 27105 | 1.5% |
| 15.61% | 24548 | 1.3% |
| Other values (674) | 1528318 |
installment
Real number (ℝ)
| Distinct | 90813 |
|---|---|
| Distinct (%) | 4.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 440.268859 |
| Minimum | 4.93 |
|---|---|
| Maximum | 1719.83 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 4.93 |
|---|---|
| 5-th percentile | 106.72 |
| Q1 | 246.99 |
| median | 373.63 |
| Q3 | 584.96 |
| 95-th percentile | 981.45 |
| Maximum | 1719.83 |
| Range | 1714.9 |
| Interquartile range (IQR) | 337.97 |
Descriptive statistics
| Standard deviation | 266.9215714 |
|---|---|
| Coefficient of variation (CV) | 0.6062694783 |
| Kurtosis | 0.7395860093 |
| Mean | 440.268859 |
| Median Absolute Deviation (MAD) | 157.52 |
| Skewness | 1.018494265 |
| Sum | 819236443.1 |
| Variance | 71247.12529 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 301.15 | 3875 | 0.2% |
| 332.1 | 3417 | 0.2% |
| 327.34 | 3345 | 0.2% |
| 361.38 | 3159 | 0.2% |
| 451.73 | 2749 | 0.1% |
| 602.3 | 2748 | 0.1% |
| 329.72 | 2600 | 0.1% |
| 318.79 | 2302 | 0.1% |
| 392.81 | 2213 | 0.1% |
| 312.86 | 2193 | 0.1% |
| Other values (90803) | 1832163 |
| Value | Count | Frequency (%) |
| 4.93 | 1 | |
| 7.61 | 1 | |
| 14.01 | 1 | |
| 14.77 | 1 | |
| 15.69 | 1 |
| Value | Count | Frequency (%) |
| 1719.83 | 2 | < 0.1% |
| 1717.63 | 1 | < 0.1% |
| 1715.42 | 2 | < 0.1% |
| 1714.54 | 5 | |
| 1691.28 | 2 | < 0.1% |
sub_grade
Categorical
| Distinct | 35 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.2 MiB |
| C1 | 118968 |
|---|---|
| B5 | 116612 |
| B4 | 115840 |
| B3 | 109932 |
| C2 | 108132 |
| Other values (30) |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | B2 |
|---|---|
| 2nd row | C4 |
| 3rd row | C5 |
| 4th row | C1 |
| 5th row | B5 |
Common Values
| Value | Count | Frequency (%) |
| C1 | 118968 | 6.4% |
| B5 | 116612 | 6.3% |
| B4 | 115840 | 6.2% |
| B3 | 109932 | 5.9% |
| C2 | 108132 | 5.8% |
| C3 | 103591 | 5.6% |
| C4 | 102762 | 5.5% |
| B2 | 102227 | 5.5% |
| B1 | 102110 | 5.5% |
| C5 | 94812 | 5.1% |
| Other values (25) | 785778 |
emp_title
Categorical
HIGH CARDINALITY  MISSING 
| Distinct | 456736 |
|---|---|
| Distinct (%) | 26.4% |
| Missing | 131528 |
| Missing (%) | 7.1% |
| Memory size | 14.2 MiB |
| Teacher | 30764 |
|---|---|
| Manager | 27964 |
| Owner | 15911 |
| Registered Nurse | 12596 |
| RN | 12100 |
| Other values (456731) |
Unique
| Unique | 352416 ? |
|---|---|
| Unique (%) | 20.4% |
Sample
| 1st row | Ryder |
|---|---|
| 2nd row | AIR RESOURCES BOARD |
| 3rd row | University Medical Group |
| 4th row | Veolia Transportaton |
| 5th row | Southern Star Photography |
Common Values
| Value | Count | Frequency (%) |
| Teacher | 30764 | 1.7% |
| Manager | 27964 | 1.5% |
| Owner | 15911 | 0.9% |
| Registered Nurse | 12596 | 0.7% |
| RN | 12100 | 0.7% |
| Driver | 11684 | 0.6% |
| Supervisor | 11669 | 0.6% |
| Sales | 10617 | 0.6% |
| Project Manager | 8968 | 0.5% |
| Office Manager | 7840 | 0.4% |
| Other values (456726) | 1579123 | |
| (Missing) | 131528 | 7.1% |
emp_length
Categorical
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 117260 |
| Missing (%) | 6.3% |
| Memory size | 14.2 MiB |
| 10+ years | |
|---|---|
| 2 years | |
| < 1 year | |
| 3 years | |
| 1 year | |
| Other values (6) |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 10+ years |
|---|---|
| 2nd row | < 1 year |
| 3rd row | 10+ years |
| 4th row | 10+ years |
| 5th row | 1 year |
Common Values
| Value | Count | Frequency (%) |
| 10+ years | 611462 | |
| 2 years | 168545 | 9.1% |
| < 1 year | 153732 | 8.3% |
| 3 years | 149311 | 8.0% |
| 1 year | 122964 | 6.6% |
| 5 years | 115894 | 6.2% |
| 4 years | 112236 | 6.0% |
| 6 years | 85369 | 4.6% |
| 8 years | 78659 | 4.2% |
| 7 years | 78153 | 4.2% |
| (Missing) | 117260 | 6.3% |
home_ownership
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.2 MiB |
| MORTGAGE | |
|---|---|
| RENT | |
| OWN | |
| ANY | 1175 |
| OTHER | 144 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RENT |
|---|---|
| 2nd row | RENT |
| 3rd row | RENT |
| 4th row | RENT |
| 5th row | RENT |
Common Values
| Value | Count | Frequency (%) |
| MORTGAGE | 918219 | |
| RENT | 735538 | |
| OWN | 205639 | 11.1% |
| ANY | 1175 | 0.1% |
| OTHER | 144 | < 0.1% |
| NONE | 49 | < 0.1% |
Common Values (Plot)
annual_inc
Real number (ℝ)
| Distinct | 79183 |
|---|---|
| Distinct (%) | 4.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77369.17772 |
| Minimum | 0 |
|---|---|
| Maximum | 110000000 |
| Zeros | 1086 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 28000 |
| Q1 | 46000 |
| median | 65000 |
| Q3 | 92000 |
| 95-th percentile | 160000 |
| Maximum | 110000000 |
| Range | 110000000 |
| Interquartile range (IQR) | 46000 |
Descriptive statistics
| Standard deviation | 117810.3353 |
|---|---|
| Coefficient of variation (CV) | 1.522703728 |
| Kurtosis | 446391.3341 |
| Mean | 77369.17772 |
| Median Absolute Deviation (MAD) | 21750.5 |
| Skewness | 521.6860298 |
| Sum | 1.439657806 × 1011 |
| Variance | 1.387927511 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60000.0 | 71737 | 3.9% |
| 50000.0 | 62970 | 3.4% |
| 65000.0 | 53649 | 2.9% |
| 70000.0 | 51041 | 2.7% |
| 40000.0 | 49063 | 2.6% |
| 80000.0 | 48859 | 2.6% |
| 75000.0 | 47972 | 2.6% |
| 45000.0 | 45306 | 2.4% |
| 55000.0 | 42838 | 2.3% |
| 100000.0 | 38049 | 2.0% |
| Other values (79173) | 1349280 |
| Value | Count | Frequency (%) |
| 0.0 | 1086 | |
| 1.0 | 23 | < 0.1% |
| 2.0 | 1 | < 0.1% |
| 3.0 | 1 | < 0.1% |
| 10.0 | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 110000000.0 | 1 | |
| 61000000.0 | 1 | |
| 10999200.0 | 1 | |
| 9573072.0 | 1 | |
| 9550000.0 | 1 |
verification_status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.2 MiB |
| Source Verified | |
|---|---|
| Not Verified | |
| Verified |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Verified |
|---|---|
| 2nd row | Source Verified |
| 3rd row | Not Verified |
| 4th row | Source Verified |
| 5th row | Source Verified |
Common Values
| Value | Count | Frequency (%) |
| Source Verified | 734249 | |
| Not Verified | 588491 | |
| Verified | 538024 |
Common Values (Plot)
issue_d
Date
| Distinct | 160 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.2 MiB |
| Minimum | 2007-06-01 00:00:00 |
|---|---|
| Maximum | 2020-09-01 00:00:00 |
purpose
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.2 MiB |
| debt_consolidation | |
|---|---|
| credit_card | |
| home_improvement | |
| other | |
| major_purchase | 41760 |
| Other values (9) | 104856 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | credit_card |
|---|---|
| 2nd row | car |
| 3rd row | small_business |
| 4th row | other |
| 5th row | other |
Common Values
| Value | Count | Frequency (%) |
| debt_consolidation | 1063714 | |
| credit_card | 412927 | 22.2% |
| home_improvement | 123888 | 6.7% |
| other | 113619 | 6.1% |
| major_purchase | 41760 | 2.2% |
| medical | 22584 | 1.2% |
| small_business | 20519 | 1.1% |
| car | 20219 | 1.1% |
| vacation | 13336 | 0.7% |
| moving | 13204 | 0.7% |
| Other values (4) | 14994 | 0.8% |
title
Categorical
HIGH CARDINALITY  IMBALANCE  MISSING 
| Distinct | 61685 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 21406 |
| Missing (%) | 1.2% |
| Memory size | 14.2 MiB |
| Debt consolidation | |
|---|---|
| Credit card refinancing | |
| Home improvement | |
| Other | |
| Major purchase | 36304 |
| Other values (61680) |
Unique
| Unique | 52643 ? |
|---|---|
| Unique (%) | 2.9% |
Sample
| 1st row | Computer |
|---|---|
| 2nd row | bike |
| 3rd row | real estate business |
| 4th row | personel |
| 5th row | Personal |
Common Values
| Value | Count | Frequency (%) |
| Debt consolidation | 941424 | |
| Credit card refinancing | 366474 | 19.7% |
| Home improvement | 111179 | 6.0% |
| Other | 102352 | 5.5% |
| Major purchase | 36304 | 2.0% |
| Medical expenses | 20554 | 1.1% |
| Business | 16810 | 0.9% |
| Car financing | 16806 | 0.9% |
| Debt Consolidation | 15695 | 0.8% |
| Vacation | 12276 | 0.7% |
| Other values (61675) | 199484 | 10.7% |
| (Missing) | 21406 | 1.2% |
zip_code
Categorical
| Distinct | 949 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Memory size | 14.2 MiB |
| 945xx | 20067 |
|---|---|
| 750xx | 19684 |
| 112xx | 19186 |
| 606xx | 17099 |
| 300xx | 16818 |
| Other values (944) |
Unique
| Unique | 34 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 860xx |
|---|---|
| 2nd row | 309xx |
| 3rd row | 606xx |
| 4th row | 917xx |
| 5th row | 972xx |
Common Values
| Value | Count | Frequency (%) |
| 945xx | 20067 | 1.1% |
| 750xx | 19684 | 1.1% |
| 112xx | 19186 | 1.0% |
| 606xx | 17099 | 0.9% |
| 300xx | 16818 | 0.9% |
| 331xx | 15637 | 0.8% |
| 070xx | 14839 | 0.8% |
| 891xx | 14628 | 0.8% |
| 770xx | 14549 | 0.8% |
| 900xx | 14053 | 0.8% |
| Other values (939) | 1694203 |
addr_state
Categorical
| Distinct | 51 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.2 MiB |
| CA | |
|---|---|
| TX | |
| NY | |
| FL | |
| IL | 72623 |
| Other values (46) |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | AZ |
|---|---|
| 2nd row | GA |
| 3rd row | IL |
| 4th row | CA |
| 5th row | OR |
Common Values
| Value | Count | Frequency (%) |
| CA | 264525 | 14.2% |
| TX | 152990 | 8.2% |
| NY | 150911 | 8.1% |
| FL | 133643 | 7.2% |
| IL | 72623 | 3.9% |
| NJ | 66982 | 3.6% |
| PA | 62774 | 3.4% |
| OH | 61150 | 3.3% |
| GA | 60592 | 3.3% |
| NC | 52062 | 2.8% |
| Other values (41) | 782512 |
dti
Real number (ℝ)
| Distinct | 9346 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 1109 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.5680576 |
| Minimum | -1 |
|---|---|
| Maximum | 999 |
| Zeros | 1355 |
| Zeros (%) | 0.1% |
| Negative | 2 |
| Negative (%) | < 0.1% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 4.93 |
| Q1 | 11.82 |
| median | 17.71 |
| Q3 | 24.29 |
| 95-th percentile | 33.45 |
| Maximum | 999 |
| Range | 1000 |
| Interquartile range (IQR) | 12.47 |
Descriptive statistics
| Standard deviation | 13.09105017 |
|---|---|
| Coefficient of variation (CV) | 0.7050306745 |
| Kurtosis | 1946.858214 |
| Mean | 18.5680576 |
| Median Absolute Deviation (MAD) | 6.2 |
| Skewness | 29.66055995 |
| Sum | 34530181.15 |
| Variance | 171.3755946 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0 | 1355 | 0.1% |
| 19.2 | 1344 | 0.1% |
| 18.0 | 1322 | 0.1% |
| 14.4 | 1318 | 0.1% |
| 16.8 | 1311 | 0.1% |
| 13.2 | 1258 | 0.1% |
| 15.6 | 1253 | 0.1% |
| 12.0 | 1220 | 0.1% |
| 20.4 | 1209 | 0.1% |
| 21.6 | 1185 | 0.1% |
| Other values (9336) | 1846880 |
| Value | Count | Frequency (%) |
| -1.0 | 2 | < 0.1% |
| 0.0 | 1355 | |
| 0.01 | 17 | < 0.1% |
| 0.02 | 32 | < 0.1% |
| 0.03 | 16 | < 0.1% |
| Value | Count | Frequency (%) |
| 999.0 | 89 | |
| 994.4 | 1 | < 0.1% |
| 991.57 | 1 | < 0.1% |
| 962.83 | 1 | < 0.1% |
| 962.12 | 1 | < 0.1% |
delinq_2yrs
Real number (ℝ)
| Distinct | 35 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.3128929837 |
| Minimum | 0 |
|---|---|
| Maximum | 42 |
| Zeros | 1508234 |
| Zeros (%) | 81.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 42 |
| Range | 42 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.8755190724 |
|---|---|
| Coefficient of variation (CV) | 2.798142234 |
| Kurtosis | 62.9879832 |
| Mean | 0.3128929837 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.737423644 |
| Sum | 582220 |
| Variance | 0.7665336461 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1508234 | |
| 1 | 234535 | 12.6% |
| 2 | 68176 | 3.7% |
| 3 | 24948 | 1.3% |
| 4 | 11113 | 0.6% |
| 5 | 5625 | 0.3% |
| 6 | 3183 | 0.2% |
| 7 | 1757 | 0.1% |
| 8 | 1070 | 0.1% |
| 9 | 668 | < 0.1% |
| Other values (25) | 1455 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1508234 | |
| 1 | 234535 | 12.6% |
| 2 | 68176 | 3.7% |
| 3 | 24948 | 1.3% |
| 4 | 11113 | 0.6% |
| Value | Count | Frequency (%) |
| 42 | 1 | |
| 39 | 1 | |
| 36 | 1 | |
| 32 | 1 | |
| 30 | 1 |
earliest_cr_line
Categorical
| Distinct | 763 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.2 MiB |
| Sep-2003 | 12568 |
|---|---|
| Sep-2004 | 12563 |
| Aug-2001 | 12174 |
| Aug-2002 | 12113 |
| Aug-2003 | 12028 |
| Other values (758) |
Unique
| Unique | 34 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Jan-1985 |
|---|---|
| 2nd row | Apr-1999 |
| 3rd row | Nov-2001 |
| 4th row | Feb-1996 |
| 5th row | Jan-1996 |
Common Values
| Value | Count | Frequency (%) |
| Sep-2003 | 12568 | 0.7% |
| Sep-2004 | 12563 | 0.7% |
| Aug-2001 | 12174 | 0.7% |
| Aug-2002 | 12113 | 0.7% |
| Aug-2003 | 12028 | 0.6% |
| Sep-2005 | 11835 | 0.6% |
| Aug-2004 | 11776 | 0.6% |
| Oct-2003 | 11727 | 0.6% |
| Sep-2002 | 11608 | 0.6% |
| Oct-2001 | 11430 | 0.6% |
| Other values (753) | 1740942 |
inq_last_6mths
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.612582043 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 1100425 |
| Zeros (%) | 59.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 2 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.901814299 |
|---|---|
| Coefficient of variation (CV) | 1.472152685 |
| Kurtosis | 3.537842952 |
| Mean | 0.612582043 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.747101811 |
| Sum | 1139870 |
| Variance | 0.8132690299 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1100425 | |
| 1 | 497476 | |
| 2 | 176807 | 9.5% |
| 3 | 63238 | 3.4% |
| 4 | 16137 | 0.9% |
| 5 | 5654 | 0.3% |
| 6 | 956 | 0.1% |
| 7 | 48 | < 0.1% |
| 8 | 22 | < 0.1% |
| (Missing) | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1100425 | |
| 1 | 497476 | |
| 2 | 176807 | 9.5% |
| 3 | 63238 | 3.4% |
| 4 | 16137 | 0.9% |
| Value | Count | Frequency (%) |
| 8 | 22 | < 0.1% |
| 7 | 48 | < 0.1% |
| 6 | 956 | 0.1% |
| 5 | 5654 | 0.3% |
| 4 | 16137 |
mths_since_last_delinq
Real number (ℝ)
| Distinct | 173 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 945315 |
| Missing (%) | 50.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.43938439 |
| Minimum | 0 |
|---|---|
| Maximum | 226 |
| Zeros | 2080 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 16 |
| median | 31 |
| Q3 | 50 |
| 95-th percentile | 74 |
| Maximum | 226 |
| Range | 226 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 21.90109237 |
|---|---|
| Coefficient of variation (CV) | 0.635931587 |
| Kurtosis | -0.7118871195 |
| Mean | 34.43938439 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.4574969887 |
| Sum | 31527500 |
| Variance | 479.6578469 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 17453 | 0.9% |
| 13 | 17299 | 0.9% |
| 6 | 17250 | 0.9% |
| 9 | 17054 | 0.9% |
| 7 | 16844 | 0.9% |
| 14 | 16683 | 0.9% |
| 8 | 16493 | 0.9% |
| 15 | 16365 | 0.9% |
| 10 | 16210 | 0.9% |
| 11 | 15830 | 0.9% |
| Other values (163) | 747968 | |
| (Missing) | 945315 |
| Value | Count | Frequency (%) |
| 0 | 2080 | 0.1% |
| 1 | 6337 | |
| 2 | 8528 | |
| 3 | 10890 | |
| 4 | 12929 |
| Value | Count | Frequency (%) |
| 226 | 1 | |
| 202 | 1 | |
| 195 | 1 | |
| 192 | 1 | |
| 188 | 2 |
mths_since_last_record
Real number (ℝ)
| Distinct | 128 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1552139 |
| Missing (%) | 83.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.67069421 |
| Minimum | 0 |
|---|---|
| Maximum | 129 |
| Zeros | 684 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 54 |
| median | 73 |
| Q3 | 92 |
| 95-th percentile | 113 |
| Maximum | 129 |
| Range | 129 |
| Interquartile range (IQR) | 38 |
Descriptive statistics
| Standard deviation | 26.46939262 |
|---|---|
| Coefficient of variation (CV) | 0.369319607 |
| Kurtosis | -0.473084571 |
| Mean | 71.67069421 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | -0.3094070207 |
| Sum | 22119368 |
| Variance | 700.6287456 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 79 | 4694 | 0.3% |
| 80 | 4661 | 0.3% |
| 77 | 4616 | 0.2% |
| 76 | 4584 | 0.2% |
| 82 | 4574 | 0.2% |
| 75 | 4565 | 0.2% |
| 78 | 4560 | 0.2% |
| 81 | 4545 | 0.2% |
| 71 | 4537 | 0.2% |
| 72 | 4527 | 0.2% |
| Other values (118) | 262762 | 14.1% |
| (Missing) | 1552139 |
| Value | Count | Frequency (%) |
| 0 | 684 | |
| 1 | 139 | < 0.1% |
| 2 | 162 | < 0.1% |
| 3 | 284 | |
| 4 | 341 |
| Value | Count | Frequency (%) |
| 129 | 1 | < 0.1% |
| 127 | 1 | < 0.1% |
| 126 | 2 | < 0.1% |
| 124 | 6 | |
| 123 | 7 |
open_acc
Real number (ℝ)
| Distinct | 86 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.60590596 |
| Minimum | 0 |
|---|---|
| Maximum | 90 |
| Zeros | 34 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 11 |
| Q3 | 14 |
| 95-th percentile | 22 |
| Maximum | 90 |
| Range | 90 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.575503436 |
|---|---|
| Coefficient of variation (CV) | 0.4804022585 |
| Kurtosis | 3.429338234 |
| Mean | 11.60590596 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.313837617 |
| Sum | 21595852 |
| Variance | 31.08623857 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 163070 | 8.8% |
| 10 | 157943 | 8.5% |
| 8 | 156962 | 8.4% |
| 11 | 146186 | 7.9% |
| 7 | 142535 | 7.7% |
| 12 | 130877 | 7.0% |
| 6 | 119319 | 6.4% |
| 13 | 114272 | 6.1% |
| 14 | 97868 | 5.3% |
| 5 | 87727 | 4.7% |
| Other values (76) | 544005 |
| Value | Count | Frequency (%) |
| 0 | 34 | < 0.1% |
| 1 | 1073 | 0.1% |
| 2 | 7968 | 0.4% |
| 3 | 24807 | |
| 4 | 53989 |
| Value | Count | Frequency (%) |
| 90 | 1 | < 0.1% |
| 88 | 1 | < 0.1% |
| 86 | 3 | |
| 84 | 2 | |
| 82 | 1 | < 0.1% |
pub_rec
Real number (ℝ)
| Distinct | 42 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2083106724 |
| Minimum | 0 |
|---|---|
| Maximum | 86 |
| Zeros | 1552809 |
| Zeros (%) | 83.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 86 |
| Range | 86 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.5901915441 |
|---|---|
| Coefficient of variation (CV) | 2.833227589 |
| Kurtosis | 735.25927 |
| Mean | 0.2083106724 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.7218105 |
| Sum | 387617 |
| Variance | 0.3483260588 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1552809 | |
| 1 | 260623 | 14.0% |
| 2 | 30898 | 1.7% |
| 3 | 9492 | 0.5% |
| 4 | 3473 | 0.2% |
| 5 | 1656 | 0.1% |
| 6 | 830 | < 0.1% |
| 7 | 379 | < 0.1% |
| 8 | 214 | < 0.1% |
| 9 | 118 | < 0.1% |
| Other values (32) | 272 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1552809 | |
| 1 | 260623 | 14.0% |
| 2 | 30898 | 1.7% |
| 3 | 9492 | 0.5% |
| 4 | 3473 | 0.2% |
| Value | Count | Frequency (%) |
| 86 | 1 | |
| 63 | 1 | |
| 61 | 2 | |
| 54 | 1 | |
| 52 | 1 |
revol_bal
Real number (ℝ)
| Distinct | 94296 |
|---|---|
| Distinct (%) | 5.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16285.21245 |
| Minimum | 0 |
|---|---|
| Maximum | 2904836 |
| Zeros | 10331 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1552 |
| Q1 | 5841 |
| median | 11070 |
| Q3 | 19769 |
| 95-th percentile | 44034 |
| Maximum | 2904836 |
| Range | 2904836 |
| Interquartile range (IQR) | 13928 |
Descriptive statistics
| Standard deviation | 22468.94284 |
|---|---|
| Coefficient of variation (CV) | 1.379714444 |
| Kurtosis | 589.5954592 |
| Mean | 16285.21245 |
| Median Absolute Deviation (MAD) | 6211 |
| Skewness | 12.70186269 |
| Sum | 3.030293705 × 1010 |
| Variance | 504853392.4 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 10331 | 0.6% |
| 8 | 179 | < 0.1% |
| 10 | 143 | < 0.1% |
| 2 | 141 | < 0.1% |
| 6312 | 140 | < 0.1% |
| 5570 | 133 | < 0.1% |
| 5849 | 133 | < 0.1% |
| 5453 | 133 | < 0.1% |
| 5451 | 133 | < 0.1% |
| 6 | 131 | < 0.1% |
| Other values (94286) | 1849167 |
| Value | Count | Frequency (%) |
| 0 | 10331 | |
| 1 | 110 | < 0.1% |
| 2 | 141 | < 0.1% |
| 3 | 131 | < 0.1% |
| 4 | 121 | < 0.1% |
| Value | Count | Frequency (%) |
| 2904836 | 1 | |
| 2568995 | 1 | |
| 2560703 | 1 | |
| 1746716 | 1 | |
| 1743266 | 1 |
revol_util
Real number (ℝ)
| Distinct | 1406 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1398 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50.46401504 |
| Minimum | 0 |
|---|---|
| Maximum | 892.3 |
| Zeros | 10919 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9.2 |
| Q1 | 31.6 |
| median | 50.5 |
| Q3 | 69.6 |
| 95-th percentile | 91.1 |
| Maximum | 892.3 |
| Range | 892.3 |
| Interquartile range (IQR) | 38 |
Descriptive statistics
| Standard deviation | 24.78971109 |
|---|---|
| Coefficient of variation (CV) | 0.4912354095 |
| Kurtosis | -0.1036918549 |
| Mean | 50.46401504 |
| Median Absolute Deviation (MAD) | 19 |
| Skewness | 0.003426512322 |
| Sum | 93831073.79 |
| Variance | 614.529776 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 10919 | 0.6% |
| 48 | 3550 | 0.2% |
| 57 | 3539 | 0.2% |
| 59 | 3517 | 0.2% |
| 53 | 3505 | 0.2% |
| 58 | 3502 | 0.2% |
| 61 | 3484 | 0.2% |
| 55 | 3454 | 0.2% |
| 54 | 3433 | 0.2% |
| 60 | 3410 | 0.2% |
| Other values (1396) | 1817053 |
| Value | Count | Frequency (%) |
| 0 | 10919 | |
| 0.01 | 1 | < 0.1% |
| 0.03 | 1 | < 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 892.3 | 1 | |
| 366.6 | 1 | |
| 193 | 1 | |
| 184.6 | 1 | |
| 182.8 | 1 |
total_acc
Real number (ℝ)
| Distinct | 149 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.59633355 |
| Minimum | 2 |
|---|---|
| Maximum | 176 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 16 |
| median | 23 |
| Q3 | 31 |
| 95-th percentile | 47 |
| Maximum | 176 |
| Range | 174 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 12.04635492 |
|---|---|
| Coefficient of variation (CV) | 0.4897622199 |
| Kurtosis | 1.824600602 |
| Mean | 24.59633355 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.9962277224 |
| Sum | 45767972 |
| Variance | 145.1146668 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 20 | 67623 | 3.6% |
| 19 | 67131 | 3.6% |
| 21 | 66947 | 3.6% |
| 18 | 66419 | 3.6% |
| 17 | 65930 | 3.5% |
| 22 | 65852 | 3.5% |
| 23 | 64374 | 3.5% |
| 16 | 64083 | 3.4% |
| 24 | 62811 | 3.4% |
| 15 | 61862 | 3.3% |
| Other values (139) | 1207732 |
| Value | Count | Frequency (%) |
| 2 | 765 | < 0.1% |
| 3 | 2655 | 0.1% |
| 4 | 7613 | |
| 5 | 12163 | |
| 6 | 17905 |
| Value | Count | Frequency (%) |
| 176 | 1 | |
| 173 | 1 | |
| 169 | 1 | |
| 165 | 1 | |
| 162 | 1 |
initial_list_status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.2 MiB |
| w | |
|---|---|
| f |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | f |
|---|---|
| 2nd row | f |
| 3rd row | f |
| 4th row | f |
| 5th row | f |
Common Values
| Value | Count | Frequency (%) |
| w | 1195246 | |
| f | 665518 |
Common Values (Plot)
next_pymnt_d
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 1860331 |
| Missing (%) | > 99.9% |
| Memory size | 14.2 MiB |
| Jun-2020 | |
|---|---|
| Feb-2020 | |
| Mar-2020 | |
| Apr-2020 | 18 |
| May-2020 | 6 |
| Other values (2) | 3 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | Jun-2020 |
|---|---|
| 2nd row | Jun-2020 |
| 3rd row | Jun-2020 |
| 4th row | Jun-2020 |
| 5th row | Jun-2020 |
Common Values
| Value | Count | Frequency (%) |
| Jun-2020 | 236 | < 0.1% |
| Feb-2020 | 87 | < 0.1% |
| Mar-2020 | 83 | < 0.1% |
| Apr-2020 | 18 | < 0.1% |
| May-2020 | 6 | < 0.1% |
| Oct-2020 | 2 | < 0.1% |
| Jul-2020 | 1 | < 0.1% |
| (Missing) | 1860331 |
Common Values (Plot)
last_credit_pull_d
Categorical
| Distinct | 158 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 65 |
| Missing (%) | < 0.1% |
| Memory size | 14.2 MiB |
| May-2020 | |
|---|---|
| Mar-2020 | |
| Nov-2019 | 74226 |
| Jan-2020 | 73971 |
| Apr-2020 | 62893 |
| Other values (153) |
Unique
| Unique | 5 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | May-2020 |
|---|---|
| 2nd row | Oct-2016 |
| 3rd row | Jun-2017 |
| 4th row | Apr-2016 |
| 5th row | Apr-2018 |
Common Values
| Value | Count | Frequency (%) |
| May-2020 | 553524 | |
| Mar-2020 | 106976 | 5.7% |
| Nov-2019 | 74226 | 4.0% |
| Jan-2020 | 73971 | 4.0% |
| Apr-2020 | 62893 | 3.4% |
| Oct-2019 | 49361 | 2.7% |
| Oct-2016 | 47544 | 2.6% |
| Sep-2019 | 46307 | 2.5% |
| Feb-2020 | 45947 | 2.5% |
| Jul-2019 | 42036 | 2.3% |
| Other values (148) | 757914 |
collections_12_mths_ex_med
Real number (ℝ)
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 56 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01788082816 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 1830317 |
| Zeros (%) | 98.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.1497385443 |
|---|---|
| Coefficient of variation (CV) | 8.374251069 |
| Kurtosis | 696.0462079 |
| Mean | 0.01788082816 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 14.61548832 |
| Sum | 33271 |
| Variance | 0.02242163165 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1830317 | |
| 1 | 28158 | 1.5% |
| 2 | 1890 | 0.1% |
| 3 | 213 | < 0.1% |
| 4 | 72 | < 0.1% |
| 5 | 28 | < 0.1% |
| 6 | 12 | < 0.1% |
| 7 | 5 | < 0.1% |
| 8 | 2 | < 0.1% |
| 20 | 2 | < 0.1% |
| Other values (6) | 9 | < 0.1% |
| (Missing) | 56 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1830317 | |
| 1 | 28158 | 1.5% |
| 2 | 1890 | 0.1% |
| 3 | 213 | < 0.1% |
| 4 | 72 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 2 | |
| 16 | 1 | |
| 14 | 1 | |
| 12 | 2 | |
| 11 | 1 |
mths_since_last_major_derog
Real number (ℝ)
| Distinct | 181 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1374714 |
| Missing (%) | 73.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.97357474 |
| Minimum | 0 |
|---|---|
| Maximum | 226 |
| Zeros | 341 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 27 |
| median | 44 |
| Q3 | 61 |
| 95-th percentile | 77 |
| Maximum | 226 |
| Range | 226 |
| Interquartile range (IQR) | 34 |
Descriptive statistics
| Standard deviation | 21.46164926 |
|---|---|
| Coefficient of variation (CV) | 0.4880578709 |
| Kurtosis | -0.5993041546 |
| Mean | 43.97357474 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.0780296766 |
| Sum | 21373356 |
| Variance | 460.602389 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 45 | 7675 | 0.4% |
| 43 | 7669 | 0.4% |
| 42 | 7585 | 0.4% |
| 48 | 7532 | 0.4% |
| 40 | 7529 | 0.4% |
| 46 | 7515 | 0.4% |
| 44 | 7501 | 0.4% |
| 41 | 7457 | 0.4% |
| 47 | 7446 | 0.4% |
| 38 | 7435 | 0.4% |
| Other values (171) | 410706 | 22.1% |
| (Missing) | 1374714 |
| Value | Count | Frequency (%) |
| 0 | 341 | < 0.1% |
| 1 | 1219 | |
| 2 | 1401 | |
| 3 | 1652 | |
| 4 | 2169 |
| Value | Count | Frequency (%) |
| 226 | 1 | |
| 202 | 1 | |
| 197 | 1 | |
| 195 | 1 | |
| 192 | 1 |
application_type
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.2 MiB |
| Individual | |
|---|---|
| Joint App | 69535 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Individual |
|---|---|
| 2nd row | Individual |
| 3rd row | Individual |
| 4th row | Individual |
| 5th row | Individual |
Common Values
| Value | Count | Frequency (%) |
| Individual | 1791229 | |
| Joint App | 69535 | 3.7% |
Common Values (Plot)
annual_inc_joint
Real number (ℝ)
MISSING  SKEWED 
| Distinct | 11326 |
|---|---|
| Distinct (%) | 16.3% |
| Missing | 1791229 |
| Missing (%) | 96.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122584.4036 |
| Minimum | 5693.51 |
|---|---|
| Maximum | 7874821 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 5693.51 |
|---|---|
| 5-th percentile | 52534.2 |
| Q1 | 82241 |
| median | 110000 |
| Q3 | 146000 |
| 95-th percentile | 230000 |
| Maximum | 7874821 |
| Range | 7869127.49 |
| Interquartile range (IQR) | 63759 |
Descriptive statistics
| Standard deviation | 72192.45428 |
|---|---|
| Coefficient of variation (CV) | 0.588920386 |
| Kurtosis | 1956.124929 |
| Mean | 122584.4036 |
| Median Absolute Deviation (MAD) | 30000 |
| Skewness | 21.21890058 |
| Sum | 8523906503 |
| Variance | 5211750454 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 110000.0 | 1236 | 0.1% |
| 100000.0 | 1199 | 0.1% |
| 120000.0 | 1166 | 0.1% |
| 90000.0 | 1074 | 0.1% |
| 130000.0 | 1006 | 0.1% |
| 80000.0 | 963 | 0.1% |
| 105000.0 | 878 | < 0.1% |
| 95000.0 | 861 | < 0.1% |
| 140000.0 | 844 | < 0.1% |
| 150000.0 | 842 | < 0.1% |
| Other values (11316) | 59466 | 3.2% |
| (Missing) | 1791229 |
| Value | Count | Frequency (%) |
| 5693.51 | 1 | |
| 9000.0 | 1 | |
| 11000.0 | 1 | |
| 13470.0 | 1 | |
| 15400.0 | 1 |
| Value | Count | Frequency (%) |
| 7874821.0 | 1 | < 0.1% |
| 2000000.0 | 3 | |
| 1837000.0 | 1 | < 0.1% |
| 1500000.0 | 2 | |
| 1350000.0 | 1 | < 0.1% |
dti_joint
Real number (ℝ)
| Distinct | 3977 |
|---|---|
| Distinct (%) | 5.7% |
| Missing | 1791232 |
| Missing (%) | 96.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.92935425 |
| Minimum | 0 |
|---|---|
| Maximum | 69.49 |
| Zeros | 14 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6.66 |
| Q1 | 13.18 |
| median | 18.52 |
| Q3 | 24.32 |
| 95-th percentile | 32.73 |
| Maximum | 69.49 |
| Range | 69.49 |
| Interquartile range (IQR) | 11.14 |
Descriptive statistics
| Standard deviation | 7.850512838 |
|---|---|
| Coefficient of variation (CV) | 0.4147269227 |
| Kurtosis | -0.3271819186 |
| Mean | 18.92935425 |
| Median Absolute Deviation (MAD) | 5.55 |
| Skewness | 0.2390631739 |
| Sum | 1316195.86 |
| Variance | 61.63055182 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 18.54 | 52 | < 0.1% |
| 16.11 | 51 | < 0.1% |
| 15.47 | 51 | < 0.1% |
| 16.97 | 51 | < 0.1% |
| 20.45 | 50 | < 0.1% |
| 17.94 | 49 | < 0.1% |
| 20.16 | 49 | < 0.1% |
| 18.1 | 48 | < 0.1% |
| 16.67 | 47 | < 0.1% |
| 19.23 | 46 | < 0.1% |
| Other values (3967) | 69038 | 3.7% |
| (Missing) | 1791232 |
| Value | Count | Frequency (%) |
| 0.0 | 14 | |
| 0.03 | 1 | < 0.1% |
| 0.11 | 1 | < 0.1% |
| 0.12 | 1 | < 0.1% |
| 0.13 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 69.49 | 1 | |
| 63.66 | 1 | |
| 61.9 | 1 | |
| 61.28 | 1 | |
| 55.52 | 1 |
verification_status_joint
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1793425 |
| Missing (%) | 96.4% |
| Memory size | 14.2 MiB |
| Not Verified | |
|---|---|
| Source Verified | |
| Verified |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Not Verified |
|---|---|
| 2nd row | Verified |
| 3rd row | Source Verified |
| 4th row | Verified |
| 5th row | Source Verified |
Common Values
| Value | Count | Frequency (%) |
| Not Verified | 35617 | 1.9% |
| Source Verified | 18837 | 1.0% |
| Verified | 12885 | 0.7% |
| (Missing) | 1793425 |
Common Values (Plot)
acc_now_delinq
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 8 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.004574465112 |
| Minimum | 0 |
|---|---|
| Maximum | 14 |
| Zeros | 1852801 |
| Zeros (%) | 99.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 14 |
| Range | 14 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.07310687497 |
|---|---|
| Coefficient of variation (CV) | 15.98151329 |
| Kurtosis | 1158.738545 |
| Mean | 0.004574465112 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 21.76921297 |
| Sum | 8512 |
| Variance | 0.005344615168 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1852801 | |
| 1 | 7509 | 0.4% |
| 2 | 390 | < 0.1% |
| 3 | 48 | < 0.1% |
| 4 | 11 | < 0.1% |
| 5 | 3 | < 0.1% |
| 6 | 1 | < 0.1% |
| 14 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1852801 | |
| 1 | 7509 | 0.4% |
| 2 | 390 | < 0.1% |
| 3 | 48 | < 0.1% |
| 4 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 14 | 1 | < 0.1% |
| 6 | 1 | < 0.1% |
| 5 | 3 | < 0.1% |
| 4 | 11 | < 0.1% |
| 3 | 48 |
tot_coll_amt
Real number (ℝ)
MISSING  SKEWED  ZEROS 
| Distinct | 14590 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 67527 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 240.6584289 |
| Minimum | 0 |
|---|---|
| Maximum | 9152545 |
| Zeros | 1517329 |
| Zeros (%) | 81.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 795 |
| Maximum | 9152545 |
| Range | 9152545 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 9384.575364 |
|---|---|
| Coefficient of variation (CV) | 38.99541524 |
| Kurtosis | 666495.7613 |
| Mean | 240.6584289 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 778.2900224 |
| Sum | 431557599 |
| Variance | 88070254.77 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1517329 | |
| 50 | 3374 | 0.2% |
| 100 | 2757 | 0.1% |
| 75 | 2100 | 0.1% |
| 200 | 1595 | 0.1% |
| 150 | 1590 | 0.1% |
| 60 | 1500 | 0.1% |
| 70 | 1229 | 0.1% |
| 80 | 1187 | 0.1% |
| 55 | 1038 | 0.1% |
| Other values (14580) | 259538 | 13.9% |
| (Missing) | 67527 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 1517329 | |
| 2 | 5 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9152545 | 1 | |
| 6214661 | 1 | |
| 5252395 | 1 | |
| 932461 | 1 | |
| 848438 | 1 |
tot_cur_bal
Real number (ℝ)
| Distinct | 456136 |
|---|---|
| Distinct (%) | 25.4% |
| Missing | 67527 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 142377.7779 |
| Minimum | 0 |
|---|---|
| Maximum | 8524709 |
| Zeros | 698 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8351 |
| Q1 | 29286 |
| median | 80208 |
| Q3 | 212904 |
| 95-th percentile | 438975.2 |
| Maximum | 8524709 |
| Range | 8524709 |
| Interquartile range (IQR) | 183618 |
Descriptive statistics
| Standard deviation | 159714.0529 |
|---|---|
| Coefficient of variation (CV) | 1.121762506 |
| Kurtosis | 28.17728186 |
| Mean | 142377.7779 |
| Median Absolute Deviation (MAD) | 63701 |
| Skewness | 2.907760628 |
| Sum | 2.553170993 × 1011 |
| Variance | 2.55085787 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 698 | < 0.1% |
| 16053 | 35 | < 0.1% |
| 25197 | 34 | < 0.1% |
| 11497 | 34 | < 0.1% |
| 14186 | 34 | < 0.1% |
| 20084 | 33 | < 0.1% |
| 14671 | 33 | < 0.1% |
| 28582 | 33 | < 0.1% |
| 17185 | 33 | < 0.1% |
| 14511 | 33 | < 0.1% |
| Other values (456126) | 1792237 | |
| (Missing) | 67527 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 698 | |
| 1 | 12 | < 0.1% |
| 2 | 13 | < 0.1% |
| 3 | 17 | < 0.1% |
| 4 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 8524709 | 1 | |
| 8000078 | 1 | |
| 5445012 | 1 | |
| 5172185 | 1 | |
| 4772549 | 1 |
open_acc_6m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 19 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 846444 |
| Missing (%) | 45.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.999155099 |
| Minimum | 0 |
|---|---|
| Maximum | 18 |
| Zeros | 431679 |
| Zeros (%) | 23.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.179462028 |
|---|---|
| Coefficient of variation (CV) | 1.180459399 |
| Kurtosis | 4.295644055 |
| Mean | 0.999155099 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.636221431 |
| Sum | 1013463 |
| Variance | 1.391130676 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 431679 | |
| 1 | 320264 | 17.2% |
| 2 | 157911 | 8.5% |
| 3 | 65004 | 3.5% |
| 4 | 24762 | 1.3% |
| 5 | 8980 | 0.5% |
| 6 | 3431 | 0.2% |
| 7 | 1312 | 0.1% |
| 8 | 538 | < 0.1% |
| 9 | 238 | < 0.1% |
| Other values (9) | 201 | < 0.1% |
| (Missing) | 846444 |
| Value | Count | Frequency (%) |
| 0 | 431679 | |
| 1 | 320264 | |
| 2 | 157911 | 8.5% |
| 3 | 65004 | 3.5% |
| 4 | 24762 | 1.3% |
| Value | Count | Frequency (%) |
| 18 | 1 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 2 | < 0.1% |
| 15 | 2 | < 0.1% |
| 14 | 9 |
open_act_il
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 50 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 846443 |
| Missing (%) | 45.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.78737796 |
| Minimum | 0 |
|---|---|
| Maximum | 57 |
| Zeros | 116519 |
| Zeros (%) | 6.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 57 |
| Range | 57 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.993367778 |
|---|---|
| Coefficient of variation (CV) | 1.073900928 |
| Kurtosis | 13.72415311 |
| Mean | 2.78737796 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.986552953 |
| Sum | 2827296 |
| Variance | 8.960250653 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 258076 | 13.9% |
| 2 | 246366 | 13.2% |
| 3 | 154729 | 8.3% |
| 0 | 116519 | 6.3% |
| 4 | 82646 | 4.4% |
| 5 | 45212 | 2.4% |
| 6 | 26964 | 1.4% |
| 7 | 18642 | 1.0% |
| 8 | 13633 | 0.7% |
| 9 | 10635 | 0.6% |
| Other values (40) | 40899 | 2.2% |
| (Missing) | 846443 |
| Value | Count | Frequency (%) |
| 0 | 116519 | |
| 1 | 258076 | |
| 2 | 246366 | |
| 3 | 154729 | |
| 4 | 82646 | 4.4% |
| Value | Count | Frequency (%) |
| 57 | 1 | |
| 53 | 1 | |
| 49 | 2 | |
| 48 | 2 | |
| 47 | 2 |
open_il_12m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 19 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 846443 |
| Missing (%) | 45.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.7390687958 |
| Minimum | 0 |
|---|---|
| Maximum | 25 |
| Zeros | 522571 |
| Zeros (%) | 28.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.9687756011 |
|---|---|
| Coefficient of variation (CV) | 1.310805715 |
| Kurtosis | 5.258973272 |
| Mean | 0.7390687958 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.736176747 |
| Sum | 749653 |
| Variance | 0.9385261654 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 522571 | |
| 1 | 314852 | 16.9% |
| 2 | 121996 | 6.6% |
| 3 | 37165 | 2.0% |
| 4 | 12040 | 0.6% |
| 5 | 3907 | 0.2% |
| 6 | 1372 | 0.1% |
| 7 | 217 | < 0.1% |
| 8 | 95 | < 0.1% |
| 9 | 47 | < 0.1% |
| Other values (9) | 59 | < 0.1% |
| (Missing) | 846443 |
| Value | Count | Frequency (%) |
| 0 | 522571 | |
| 1 | 314852 | |
| 2 | 121996 | 6.6% |
| 3 | 37165 | 2.0% |
| 4 | 12040 | 0.6% |
| Value | Count | Frequency (%) |
| 25 | 1 | |
| 21 | 1 | |
| 20 | 2 | |
| 15 | 1 | |
| 14 | 1 |
open_il_24m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 31 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 846443 |
| Missing (%) | 45.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.676209997 |
| Minimum | 0 |
|---|---|
| Maximum | 51 |
| Zeros | 250623 |
| Zeros (%) | 13.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 51 |
| Range | 51 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.642989952 |
|---|---|
| Coefficient of variation (CV) | 0.9801814544 |
| Kurtosis | 6.478404485 |
| Mean | 1.676209997 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.734657762 |
| Sum | 1700215 |
| Variance | 2.699415984 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 312328 | 16.8% |
| 0 | 250623 | 13.5% |
| 2 | 214115 | 11.5% |
| 3 | 116770 | 6.3% |
| 4 | 59203 | 3.2% |
| 5 | 30241 | 1.6% |
| 6 | 14891 | 0.8% |
| 7 | 7702 | 0.4% |
| 8 | 3939 | 0.2% |
| 9 | 1983 | 0.1% |
| Other values (21) | 2526 | 0.1% |
| (Missing) | 846443 |
| Value | Count | Frequency (%) |
| 0 | 250623 | |
| 1 | 312328 | |
| 2 | 214115 | |
| 3 | 116770 | 6.3% |
| 4 | 59203 | 3.2% |
| Value | Count | Frequency (%) |
| 51 | 1 | |
| 39 | 1 | |
| 31 | 1 | |
| 30 | 1 | |
| 28 | 1 |
mths_since_rcnt_il
Real number (ℝ)
| Distinct | 381 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 875459 |
| Missing (%) | 47.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.10727846 |
| Minimum | 0 |
|---|---|
| Maximum | 511 |
| Zeros | 504 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6 |
| median | 12 |
| Q3 | 23 |
| 95-th percentile | 69 |
| Maximum | 511 |
| Range | 511 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 25.21432694 |
|---|---|
| Coefficient of variation (CV) | 1.253990041 |
| Kurtosis | 18.60445989 |
| Mean | 20.10727846 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 3.545013716 |
| Sum | 19811802 |
| Variance | 635.762283 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 47986 | 2.6% |
| 4 | 47508 | 2.6% |
| 3 | 46592 | 2.5% |
| 6 | 45675 | 2.5% |
| 5 | 45584 | 2.4% |
| 8 | 44994 | 2.4% |
| 9 | 41014 | 2.2% |
| 2 | 39563 | 2.1% |
| 10 | 38782 | 2.1% |
| 13 | 37924 | 2.0% |
| Other values (371) | 549683 | |
| (Missing) | 875459 |
| Value | Count | Frequency (%) |
| 0 | 504 | < 0.1% |
| 1 | 21467 | |
| 2 | 39563 | |
| 3 | 46592 | |
| 4 | 47508 |
| Value | Count | Frequency (%) |
| 511 | 1 | |
| 503 | 1 | |
| 488 | 1 | |
| 484 | 1 | |
| 480 | 1 |
total_bal_il
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 146809 |
|---|---|
| Distinct (%) | 14.5% |
| Missing | 846443 |
| Missing (%) | 45.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35806.93245 |
| Minimum | 0 |
|---|---|
| Maximum | 1711009 |
| Zeros | 111139 |
| Zeros (%) | 6.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 9137 |
| median | 23642 |
| Q3 | 46546 |
| 95-th percentile | 113286 |
| Maximum | 1711009 |
| Range | 1711009 |
| Interquartile range (IQR) | 37409 |
Descriptive statistics
| Standard deviation | 43734.66324 |
|---|---|
| Coefficient of variation (CV) | 1.221402121 |
| Kurtosis | 30.78720067 |
| Mean | 35806.93245 |
| Median Absolute Deviation (MAD) | 17075 |
| Skewness | 3.755959539 |
| Sum | 3.631972353 × 1010 |
| Variance | 1912720769 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 111139 | 6.0% |
| 10000 | 82 | < 0.1% |
| 15000 | 77 | < 0.1% |
| 5000 | 75 | < 0.1% |
| 5500 | 64 | < 0.1% |
| 9500 | 51 | < 0.1% |
| 20000 | 50 | < 0.1% |
| 7000 | 50 | < 0.1% |
| 2000 | 46 | < 0.1% |
| 3000 | 45 | < 0.1% |
| Other values (146799) | 902642 | |
| (Missing) | 846443 |
| Value | Count | Frequency (%) |
| 0 | 111139 | |
| 1 | 45 | < 0.1% |
| 2 | 10 | < 0.1% |
| 3 | 10 | < 0.1% |
| 4 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 1711009 | 1 | |
| 1547285 | 1 | |
| 1466398 | 1 | |
| 1378570 | 1 | |
| 1345993 | 1 |
il_util
Real number (ℝ)
| Distinct | 266 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 988570 |
| Missing (%) | 53.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 70.44512803 |
| Minimum | 0 |
|---|---|
| Maximum | 558 |
| Zeros | 5026 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 27 |
| Q1 | 57 |
| median | 73 |
| Q3 | 86 |
| 95-th percentile | 101 |
| Maximum | 558 |
| Range | 558 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 23.29126025 |
|---|---|
| Coefficient of variation (CV) | 0.3306298236 |
| Kurtosis | 1.431532495 |
| Mean | 70.44512803 |
| Median Absolute Deviation (MAD) | 15 |
| Skewness | -0.3828219808 |
| Sum | 61441818 |
| Variance | 542.4828041 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 78 | 17267 | 0.9% |
| 83 | 17215 | 0.9% |
| 81 | 17144 | 0.9% |
| 75 | 16892 | 0.9% |
| 85 | 16718 | 0.9% |
| 80 | 16577 | 0.9% |
| 77 | 16564 | 0.9% |
| 82 | 16521 | 0.9% |
| 79 | 16362 | 0.9% |
| 86 | 16334 | 0.9% |
| Other values (256) | 704600 | |
| (Missing) | 988570 |
| Value | Count | Frequency (%) |
| 0 | 5026 | |
| 1 | 307 | < 0.1% |
| 2 | 566 | < 0.1% |
| 3 | 1104 | 0.1% |
| 4 | 709 | < 0.1% |
| Value | Count | Frequency (%) |
| 558 | 1 | |
| 464 | 1 | |
| 417 | 1 | |
| 384 | 1 | |
| 376 | 1 |
open_rv_12m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 29 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 846443 |
| Missing (%) | 45.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.357175884 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 353162 |
| Zeros (%) | 19.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.541873982 |
|---|---|
| Coefficient of variation (CV) | 1.136090023 |
| Kurtosis | 7.520906605 |
| Mean | 1.357175884 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.974416574 |
| Sum | 1376612 |
| Variance | 2.377375376 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 353162 | |
| 1 | 302058 | 16.2% |
| 2 | 180138 | 9.7% |
| 3 | 91982 | 4.9% |
| 4 | 44173 | 2.4% |
| 5 | 21156 | 1.1% |
| 6 | 10443 | 0.6% |
| 7 | 5181 | 0.3% |
| 8 | 2608 | 0.1% |
| 9 | 1429 | 0.1% |
| Other values (19) | 1991 | 0.1% |
| (Missing) | 846443 |
| Value | Count | Frequency (%) |
| 0 | 353162 | |
| 1 | 302058 | |
| 2 | 180138 | |
| 3 | 91982 | 4.9% |
| 4 | 44173 | 2.4% |
| Value | Count | Frequency (%) |
| 28 | 2 | < 0.1% |
| 27 | 1 | < 0.1% |
| 26 | 5 | |
| 25 | 1 | < 0.1% |
| 24 | 2 | < 0.1% |
open_rv_24m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 49 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 846443 |
| Missing (%) | 45.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.869325391 |
| Minimum | 0 |
|---|---|
| Maximum | 60 |
| Zeros | 149809 |
| Zeros (%) | 8.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 60 |
| Range | 60 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.648877234 |
|---|---|
| Coefficient of variation (CV) | 0.9231707362 |
| Kurtosis | 8.02318412 |
| Mean | 2.869325391 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.944027935 |
| Sum | 2910417 |
| Variance | 7.016550599 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 208530 | 11.2% |
| 2 | 193533 | 10.4% |
| 3 | 149812 | 8.1% |
| 0 | 149809 | 8.1% |
| 4 | 105445 | 5.7% |
| 5 | 71345 | 3.8% |
| 6 | 46734 | 2.5% |
| 7 | 30766 | 1.7% |
| 8 | 19659 | 1.1% |
| 9 | 12835 | 0.7% |
| Other values (39) | 25853 | 1.4% |
| (Missing) | 846443 |
| Value | Count | Frequency (%) |
| 0 | 149809 | |
| 1 | 208530 | |
| 2 | 193533 | |
| 3 | 149812 | |
| 4 | 105445 |
| Value | Count | Frequency (%) |
| 60 | 1 | < 0.1% |
| 54 | 1 | < 0.1% |
| 53 | 1 | < 0.1% |
| 49 | 1 | < 0.1% |
| 45 | 4 |
max_bal_bc
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 31448 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 846443 |
| Missing (%) | 45.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5605.635187 |
| Minimum | 0 |
|---|---|
| Maximum | 1170668 |
| Zeros | 27606 |
| Zeros (%) | 1.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 292 |
| Q1 | 2178 |
| median | 4244 |
| Q3 | 7314 |
| 95-th percentile | 15792 |
| Maximum | 1170668 |
| Range | 1170668 |
| Interquartile range (IQR) | 5136 |
Descriptive statistics
| Standard deviation | 5632.733703 |
|---|---|
| Coefficient of variation (CV) | 1.004834156 |
| Kurtosis | 2491.703406 |
| Mean | 5605.635187 |
| Median Absolute Deviation (MAD) | 2369 |
| Skewness | 17.66648603 |
| Sum | 5685913489 |
| Variance | 31727688.97 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 27606 | 1.5% |
| 8 | 460 | < 0.1% |
| 3000 | 443 | < 0.1% |
| 2000 | 405 | < 0.1% |
| 4000 | 352 | < 0.1% |
| 5000 | 306 | < 0.1% |
| 2500 | 303 | < 0.1% |
| 1500 | 270 | < 0.1% |
| 3500 | 259 | < 0.1% |
| 1000 | 246 | < 0.1% |
| Other values (31438) | 983671 | |
| (Missing) | 846443 |
| Value | Count | Frequency (%) |
| 0 | 27606 | |
| 1 | 140 | < 0.1% |
| 2 | 185 | < 0.1% |
| 3 | 192 | < 0.1% |
| 4 | 166 | < 0.1% |
| Value | Count | Frequency (%) |
| 1170668 | 1 | |
| 776843 | 1 | |
| 586070 | 1 | |
| 571793 | 1 | |
| 457521 | 1 |
all_util
Real number (ℝ)
| Distinct | 179 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 846582 |
| Missing (%) | 45.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.22989266 |
| Minimum | 0 |
|---|---|
| Maximum | 204 |
| Zeros | 2269 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 43 |
| median | 58 |
| Q3 | 72 |
| 95-th percentile | 90 |
| Maximum | 204 |
| Range | 204 |
| Interquartile range (IQR) | 29 |
Descriptive statistics
| Standard deviation | 21.04854927 |
|---|---|
| Coefficient of variation (CV) | 0.3677894242 |
| Kurtosis | -0.09237919048 |
| Mean | 57.22989266 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | -0.1500244125 |
| Sum | 58041527 |
| Variance | 443.0414264 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 60 | 19249 | 1.0% |
| 59 | 19208 | 1.0% |
| 63 | 19163 | 1.0% |
| 61 | 19049 | 1.0% |
| 64 | 19008 | 1.0% |
| 62 | 18997 | 1.0% |
| 65 | 18779 | 1.0% |
| 58 | 18701 | 1.0% |
| 57 | 18656 | 1.0% |
| 66 | 18529 | 1.0% |
| Other values (169) | 824843 | |
| (Missing) | 846582 |
| Value | Count | Frequency (%) |
| 0 | 2269 | |
| 1 | 1348 | |
| 2 | 1237 | |
| 3 | 1292 | |
| 4 | 1351 |
| Value | Count | Frequency (%) |
| 204 | 1 | |
| 198 | 1 | |
| 197 | 1 | |
| 186 | 1 | |
| 185 | 1 |
total_rev_hi_lim
Real number (ℝ)
MISSING  SKEWED 
| Distinct | 30998 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 67527 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33823.97164 |
| Minimum | 0 |
|---|---|
| Maximum | 9999999 |
| Zeros | 1055 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6000 |
| Q1 | 14400 |
| median | 24800 |
| Q3 | 42100 |
| 95-th percentile | 89029 |
| Maximum | 9999999 |
| Range | 9999999 |
| Interquartile range (IQR) | 27700 |
Descriptive statistics
| Standard deviation | 36581.89129 |
|---|---|
| Coefficient of variation (CV) | 1.081537428 |
| Kurtosis | 9302.980563 |
| Mean | 33823.97164 |
| Median Absolute Deviation (MAD) | 12400 |
| Skewness | 38.76993061 |
| Sum | 6.065439743 × 1010 |
| Variance | 1338234770 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10000 | 5908 | 0.3% |
| 15000 | 5727 | 0.3% |
| 13000 | 5632 | 0.3% |
| 11000 | 5590 | 0.3% |
| 11500 | 5516 | 0.3% |
| 12000 | 5513 | 0.3% |
| 14000 | 5510 | 0.3% |
| 13500 | 5467 | 0.3% |
| 14500 | 5443 | 0.3% |
| 12500 | 5442 | 0.3% |
| Other values (30988) | 1737489 | |
| (Missing) | 67527 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 1055 | |
| 100 | 23 | < 0.1% |
| 200 | 46 | < 0.1% |
| 300 | 263 | < 0.1% |
| 400 | 89 | < 0.1% |
| Value | Count | Frequency (%) |
| 9999999 | 3 | |
| 2175000 | 1 | < 0.1% |
| 2013133 | 1 | < 0.1% |
| 1998700 | 1 | < 0.1% |
| 1875800 | 1 | < 0.1% |
inq_fi
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 32 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 846443 |
| Missing (%) | 45.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.082685856 |
| Minimum | 0 |
|---|---|
| Maximum | 48 |
| Zeros | 487467 |
| Zeros (%) | 26.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 48 |
| Range | 48 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.552530487 |
|---|---|
| Coefficient of variation (CV) | 1.433962103 |
| Kurtosis | 12.77114054 |
| Mean | 1.082685856 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.600648692 |
| Sum | 1098191 |
| Variance | 2.410350912 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 487467 | |
| 1 | 257070 | 13.8% |
| 2 | 131758 | 7.1% |
| 3 | 66036 | 3.5% |
| 4 | 33110 | 1.8% |
| 5 | 17538 | 0.9% |
| 6 | 9158 | 0.5% |
| 7 | 5044 | 0.3% |
| 8 | 2859 | 0.2% |
| 9 | 1656 | 0.1% |
| Other values (22) | 2625 | 0.1% |
| (Missing) | 846443 |
| Value | Count | Frequency (%) |
| 0 | 487467 | |
| 1 | 257070 | |
| 2 | 131758 | 7.1% |
| 3 | 66036 | 3.5% |
| 4 | 33110 | 1.8% |
| Value | Count | Frequency (%) |
| 48 | 1 | < 0.1% |
| 32 | 1 | < 0.1% |
| 31 | 1 | < 0.1% |
| 29 | 1 | < 0.1% |
| 28 | 3 |
total_cu_tl
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 59 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 846444 |
| Missing (%) | 45.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.557773681 |
| Minimum | 0 |
|---|---|
| Maximum | 79 |
| Zeros | 535499 |
| Zeros (%) | 28.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 2 |
| 95-th percentile | 7 |
| Maximum | 79 |
| Range | 79 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.772124022 |
|---|---|
| Coefficient of variation (CV) | 1.779542212 |
| Kurtosis | 21.01683766 |
| Mean | 1.557773681 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.463177991 |
| Sum | 1580081 |
| Variance | 7.684671592 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 535499 | |
| 1 | 171140 | 9.2% |
| 2 | 95967 | 5.2% |
| 3 | 61564 | 3.3% |
| 4 | 41854 | 2.2% |
| 5 | 28850 | 1.6% |
| 6 | 20896 | 1.1% |
| 7 | 14975 | 0.8% |
| 8 | 11062 | 0.6% |
| 9 | 7986 | 0.4% |
| Other values (49) | 24527 | 1.3% |
| (Missing) | 846444 |
| Value | Count | Frequency (%) |
| 0 | 535499 | |
| 1 | 171140 | 9.2% |
| 2 | 95967 | 5.2% |
| 3 | 61564 | 3.3% |
| 4 | 41854 | 2.2% |
| Value | Count | Frequency (%) |
| 79 | 1 | |
| 71 | 1 | |
| 68 | 2 | |
| 60 | 1 | |
| 56 | 2 |
inq_last_12m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 47 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 846444 |
| Missing (%) | 45.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.185238386 |
| Minimum | 0 |
|---|---|
| Maximum | 67 |
| Zeros | 263785 |
| Zeros (%) | 14.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 67 |
| Range | 67 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.470397432 |
|---|---|
| Coefficient of variation (CV) | 1.130493335 |
| Kurtosis | 11.07510186 |
| Mean | 2.185238386 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.371626303 |
| Sum | 2216531 |
| Variance | 6.102863472 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 263785 | 14.2% |
| 1 | 242686 | 13.0% |
| 2 | 177017 | 9.5% |
| 3 | 118427 | 6.4% |
| 4 | 75846 | 4.1% |
| 5 | 47561 | 2.6% |
| 6 | 30379 | 1.6% |
| 7 | 19404 | 1.0% |
| 8 | 12635 | 0.7% |
| 9 | 8403 | 0.5% |
| Other values (37) | 18177 | 1.0% |
| (Missing) | 846444 |
| Value | Count | Frequency (%) |
| 0 | 263785 | |
| 1 | 242686 | |
| 2 | 177017 | |
| 3 | 118427 | |
| 4 | 75846 | 4.1% |
| Value | Count | Frequency (%) |
| 67 | 1 | |
| 49 | 1 | |
| 46 | 1 | |
| 45 | 2 | |
| 42 | 2 |
acc_open_past_24mths
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 57 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 47281 |
| Missing (%) | 2.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.652297264 |
| Minimum | 0 |
|---|---|
| Maximum | 64 |
| Zeros | 74489 |
| Zeros (%) | 4.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 11 |
| Maximum | 64 |
| Range | 64 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.196541755 |
|---|---|
| Coefficient of variation (CV) | 0.6870888883 |
| Kurtosis | 4.307216739 |
| Mean | 4.652297264 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.384369902 |
| Sum | 8436862 |
| Variance | 10.21787919 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 267917 | |
| 4 | 253628 | |
| 2 | 240361 | |
| 5 | 216473 | |
| 6 | 171290 | |
| 1 | 170164 | |
| 7 | 128276 | |
| 8 | 91707 | 4.9% |
| 0 | 74489 | 4.0% |
| 9 | 63925 | 3.4% |
| Other values (47) | 135253 | |
| (Missing) | 47281 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 74489 | 4.0% |
| 1 | 170164 | |
| 2 | 240361 | |
| 3 | 267917 | |
| 4 | 253628 |
| Value | Count | Frequency (%) |
| 64 | 1 | |
| 61 | 1 | |
| 56 | 1 | |
| 55 | 1 | |
| 54 | 1 |
avg_cur_bal
Real number (ℝ)
| Distinct | 84454 |
|---|---|
| Distinct (%) | 4.7% |
| Missing | 67572 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13588.18831 |
| Minimum | 0 |
|---|---|
| Maximum | 958084 |
| Zeros | 672 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1080 |
| Q1 | 3093 |
| median | 7407 |
| Q3 | 18837 |
| 95-th percentile | 43570 |
| Maximum | 958084 |
| Range | 958084 |
| Interquartile range (IQR) | 15744 |
Descriptive statistics
| Standard deviation | 16495.70033 |
|---|---|
| Coefficient of variation (CV) | 1.213973486 |
| Kurtosis | 46.48106098 |
| Mean | 13588.18831 |
| Median Absolute Deviation (MAD) | 5425 |
| Skewness | 3.917927073 |
| Sum | 2.436623057 × 1010 |
| Variance | 272108129.4 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 672 | < 0.1% |
| 1971 | 230 | < 0.1% |
| 2253 | 228 | < 0.1% |
| 2079 | 222 | < 0.1% |
| 2149 | 222 | < 0.1% |
| 2447 | 221 | < 0.1% |
| 2076 | 221 | < 0.1% |
| 2301 | 220 | < 0.1% |
| 2842 | 220 | < 0.1% |
| 2606 | 220 | < 0.1% |
| Other values (84444) | 1790516 | |
| (Missing) | 67572 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 672 | |
| 1 | 52 | < 0.1% |
| 2 | 46 | < 0.1% |
| 3 | 49 | < 0.1% |
| 4 | 26 | < 0.1% |
| Value | Count | Frequency (%) |
| 958084 | 1 | |
| 800008 | 1 | |
| 752994 | 1 | |
| 710392 | 1 | |
| 646339 | 1 |
bc_open_to_buy
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 85911 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 67751 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11065.92094 |
| Minimum | 0 |
|---|---|
| Maximum | 605996 |
| Zeros | 27132 |
| Zeros (%) | 1.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 150 |
| Q1 | 1631 |
| median | 5196 |
| Q3 | 13650 |
| 95-th percentile | 41942.4 |
| Maximum | 605996 |
| Range | 605996 |
| Interquartile range (IQR) | 12019 |
Descriptive statistics
| Standard deviation | 16354.2858 |
|---|---|
| Coefficient of variation (CV) | 1.477896499 |
| Kurtosis | 26.93787156 |
| Mean | 11065.92094 |
| Median Absolute Deviation (MAD) | 4377 |
| Skewness | 3.7834525 |
| Sum | 1.98413401 × 1010 |
| Variance | 267462664.2 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 27132 | 1.5% |
| 500 | 1640 | 0.1% |
| 2000 | 1593 | 0.1% |
| 1000 | 1462 | 0.1% |
| 3000 | 1325 | 0.1% |
| 2500 | 1190 | 0.1% |
| 5000 | 1178 | 0.1% |
| 1500 | 1140 | 0.1% |
| 4000 | 1017 | 0.1% |
| 3500 | 972 | 0.1% |
| Other values (85901) | 1754364 | |
| (Missing) | 67751 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 27132 | |
| 1 | 305 | < 0.1% |
| 2 | 301 | < 0.1% |
| 3 | 323 | < 0.1% |
| 4 | 336 | < 0.1% |
| Value | Count | Frequency (%) |
| 605996 | 1 | |
| 559912 | 1 | |
| 506507 | 1 | |
| 497445 | 1 | |
| 469679 | 1 |
bc_util
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 1475 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 68766 |
| Missing (%) | 3.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 58.15775654 |
| Minimum | 0 |
|---|---|
| Maximum | 339.6 |
| Zeros | 23449 |
| Zeros (%) | 1.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7.4 |
| Q1 | 35.6 |
| median | 60.8 |
| Q3 | 83.5 |
| 95-th percentile | 97.9 |
| Maximum | 339.6 |
| Range | 339.6 |
| Interquartile range (IQR) | 47.9 |
Descriptive statistics
| Standard deviation | 28.71160473 |
|---|---|
| Coefficient of variation (CV) | 0.4936848744 |
| Kurtosis | -0.9929293714 |
| Mean | 58.15775654 |
| Median Absolute Deviation (MAD) | 23.8 |
| Skewness | -0.2870575498 |
| Sum | 104218583.4 |
| Variance | 824.3562464 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0 | 23449 | 1.3% |
| 98.0 | 4980 | 0.3% |
| 97.0 | 4691 | 0.3% |
| 99.0 | 4611 | 0.2% |
| 96.0 | 4526 | 0.2% |
| 95.0 | 4202 | 0.2% |
| 94.0 | 3992 | 0.2% |
| 93.0 | 3813 | 0.2% |
| 92.0 | 3695 | 0.2% |
| 91.0 | 3563 | 0.2% |
| Other values (1465) | 1730476 | |
| (Missing) | 68766 | 3.7% |
| Value | Count | Frequency (%) |
| 0.0 | 23449 | |
| 0.1 | 1963 | 0.1% |
| 0.2 | 1712 | 0.1% |
| 0.3 | 1466 | 0.1% |
| 0.4 | 1254 | 0.1% |
| Value | Count | Frequency (%) |
| 339.6 | 1 | |
| 318.2 | 1 | |
| 255.2 | 1 | |
| 252.3 | 1 | |
| 243.8 | 1 |
chargeoff_within_12_mths
Real number (ℝ)
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 56 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.00882083594 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 1846057 |
| Zeros (%) | 99.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.1079027639 |
|---|---|
| Coefficient of variation (CV) | 12.23271407 |
| Kurtosis | 622.0565764 |
| Mean | 0.00882083594 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 18.34613971 |
| Sum | 16413 |
| Variance | 0.01164300646 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1846057 | |
| 1 | 13385 | 0.7% |
| 2 | 987 | 0.1% |
| 3 | 168 | < 0.1% |
| 4 | 64 | < 0.1% |
| 5 | 20 | < 0.1% |
| 6 | 12 | < 0.1% |
| 7 | 6 | < 0.1% |
| 9 | 6 | < 0.1% |
| 8 | 2 | < 0.1% |
| (Missing) | 56 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1846057 | |
| 1 | 13385 | 0.7% |
| 2 | 987 | 0.1% |
| 3 | 168 | < 0.1% |
| 4 | 64 | < 0.1% |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 9 | 6 | |
| 8 | 2 | < 0.1% |
| 7 | 6 | |
| 6 | 12 |
delinq_amnt
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 2393 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.51357507 |
| Minimum | 0 |
|---|---|
| Maximum | 249925 |
| Zeros | 1854345 |
| Zeros (%) | 99.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 249925 |
| Range | 249925 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 756.8940889 |
|---|---|
| Coefficient of variation (CV) | 56.00990744 |
| Kurtosis | 14426.05171 |
| Mean | 13.51357507 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 96.64892152 |
| Sum | 25145574 |
| Variance | 572888.6618 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1854345 | |
| 25 | 107 | < 0.1% |
| 65000 | 103 | < 0.1% |
| 30 | 80 | < 0.1% |
| 54 | 66 | < 0.1% |
| 53 | 65 | < 0.1% |
| 75 | 61 | < 0.1% |
| 50 | 58 | < 0.1% |
| 56 | 54 | < 0.1% |
| 57 | 46 | < 0.1% |
| Other values (2383) | 5779 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 1854345 | |
| 1 | 7 | < 0.1% |
| 2 | 8 | < 0.1% |
| 3 | 11 | < 0.1% |
| 4 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 249925 | 1 | |
| 185408 | 1 | |
| 130778 | 1 | |
| 112524 | 1 | |
| 110626 | 1 |
mo_sin_old_il_acct
Real number (ℝ)
| Distinct | 553 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 121143 |
| Missing (%) | 6.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 125.5288704 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 15 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 32 |
| Q1 | 96 |
| median | 129 |
| Q3 | 153 |
| 95-th percentile | 212 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 57 |
Descriptive statistics
| Standard deviation | 52.91249855 |
|---|---|
| Coefficient of variation (CV) | 0.4215165675 |
| Kurtosis | 1.872735224 |
| Mean | 125.5288704 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.3478108818 |
| Sum | 218372659 |
| Variance | 2799.732503 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 127 | 20732 | 1.1% |
| 128 | 20683 | 1.1% |
| 130 | 20644 | 1.1% |
| 126 | 20630 | 1.1% |
| 125 | 20584 | 1.1% |
| 129 | 20574 | 1.1% |
| 132 | 20459 | 1.1% |
| 122 | 20422 | 1.1% |
| 124 | 20333 | 1.1% |
| 133 | 20255 | 1.1% |
| Other values (543) | 1534305 | |
| (Missing) | 121143 | 6.5% |
| Value | Count | Frequency (%) |
| 0 | 15 | < 0.1% |
| 1 | 440 | < 0.1% |
| 2 | 854 | |
| 3 | 1179 | |
| 4 | 1358 |
| Value | Count | Frequency (%) |
| 999 | 2 | |
| 822 | 1 | |
| 808 | 1 | |
| 724 | 1 | |
| 720 | 1 |
mo_sin_old_rev_tl_op
Real number (ℝ)
| Distinct | 776 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 67528 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180.629118 |
| Minimum | 1 |
|---|---|
| Maximum | 909 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 50 |
| Q1 | 116 |
| median | 163 |
| Q3 | 230 |
| 95-th percentile | 366 |
| Maximum | 909 |
| Range | 908 |
| Interquartile range (IQR) | 114 |
Descriptive statistics
| Standard deviation | 95.82350905 |
|---|---|
| Coefficient of variation (CV) | 0.5304986822 |
| Kurtosis | 1.436257728 |
| Mean | 180.629118 |
| Median Absolute Deviation (MAD) | 55 |
| Skewness | 1.027813721 |
| Sum | 323910637 |
| Variance | 9182.144887 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 132 | 10273 | 0.6% |
| 136 | 10220 | 0.5% |
| 131 | 10086 | 0.5% |
| 133 | 10051 | 0.5% |
| 130 | 10021 | 0.5% |
| 134 | 9980 | 0.5% |
| 129 | 9955 | 0.5% |
| 125 | 9944 | 0.5% |
| 135 | 9943 | 0.5% |
| 140 | 9912 | 0.5% |
| Other values (766) | 1692851 | |
| (Missing) | 67528 | 3.6% |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2 | 4 | < 0.1% |
| 3 | 10 | < 0.1% |
| 4 | 15 | |
| 5 | 28 |
| Value | Count | Frequency (%) |
| 909 | 1 | |
| 902 | 1 | |
| 901 | 1 | |
| 852 | 1 | |
| 851 | 1 |
mo_sin_rcnt_rev_tl_op
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 308 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 67528 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.50308604 |
| Minimum | 0 |
|---|---|
| Maximum | 438 |
| Zeros | 28167 |
| Zeros (%) | 1.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 8 |
| Q3 | 16 |
| 95-th percentile | 44 |
| Maximum | 438 |
| Range | 438 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 16.83620768 |
|---|---|
| Coefficient of variation (CV) | 1.246841473 |
| Kurtosis | 21.00809242 |
| Mean | 13.50308604 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 3.546393375 |
| Sum | 24214220 |
| Variance | 283.4578892 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 142188 | 7.6% |
| 3 | 136119 | 7.3% |
| 4 | 123834 | 6.7% |
| 1 | 116612 | 6.3% |
| 5 | 111030 | 6.0% |
| 6 | 98535 | 5.3% |
| 7 | 90205 | 4.8% |
| 8 | 80371 | 4.3% |
| 9 | 71298 | 3.8% |
| 10 | 64554 | 3.5% |
| Other values (298) | 758490 | |
| (Missing) | 67528 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 28167 | 1.5% |
| 1 | 116612 | |
| 2 | 142188 | |
| 3 | 136119 | |
| 4 | 123834 |
| Value | Count | Frequency (%) |
| 438 | 1 | |
| 404 | 1 | |
| 396 | 1 | |
| 382 | 1 | |
| 372 | 1 |
mo_sin_rcnt_tl
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 212 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 67527 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.989721939 |
| Minimum | 0 |
|---|---|
| Maximum | 382 |
| Zeros | 29156 |
| Zeros (%) | 1.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 10 |
| 95-th percentile | 23 |
| Maximum | 382 |
| Range | 382 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 8.850070414 |
|---|---|
| Coefficient of variation (CV) | 1.107681905 |
| Kurtosis | 42.93878079 |
| Mean | 7.989721939 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 4.526002537 |
| Sum | 14327465 |
| Variance | 78.32374633 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 199311 | |
| 3 | 192514 | |
| 4 | 170141 | 9.1% |
| 1 | 152946 | 8.2% |
| 5 | 146761 | 7.9% |
| 6 | 126646 | 6.8% |
| 7 | 112564 | 6.0% |
| 8 | 94910 | 5.1% |
| 9 | 78877 | 4.2% |
| 10 | 66782 | 3.6% |
| Other values (202) | 451785 | |
| (Missing) | 67527 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 29156 | 1.6% |
| 1 | 152946 | |
| 2 | 199311 | |
| 3 | 192514 | |
| 4 | 170141 |
| Value | Count | Frequency (%) |
| 382 | 1 | |
| 314 | 1 | |
| 290 | 1 | |
| 289 | 1 | |
| 283 | 1 |
mort_acc
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 42 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 47281 |
| Missing (%) | 2.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.606457298 |
| Minimum | 0 |
|---|---|
| Maximum | 61 |
| Zeros | 748158 |
| Zeros (%) | 40.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 61 |
| Range | 61 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.945065847 |
|---|---|
| Coefficient of variation (CV) | 1.210779676 |
| Kurtosis | 5.693788831 |
| Mean | 1.606457298 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.665936959 |
| Sum | 2913283 |
| Variance | 3.783281149 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 748158 | |
| 1 | 319796 | |
| 2 | 266619 | 14.3% |
| 3 | 192011 | 10.3% |
| 4 | 127371 | 6.8% |
| 5 | 75172 | 4.0% |
| 6 | 41415 | 2.2% |
| 7 | 21063 | 1.1% |
| 8 | 10419 | 0.6% |
| 9 | 5277 | 0.3% |
| Other values (32) | 6182 | 0.3% |
| (Missing) | 47281 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 748158 | |
| 1 | 319796 | |
| 2 | 266619 | 14.3% |
| 3 | 192011 | 10.3% |
| 4 | 127371 | 6.8% |
| Value | Count | Frequency (%) |
| 61 | 1 | |
| 51 | 1 | |
| 47 | 1 | |
| 45 | 1 | |
| 37 | 2 |
mths_since_recent_bc
Real number (ℝ)
| Distinct | 517 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 66456 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.14646538 |
| Minimum | 0 |
|---|---|
| Maximum | 656 |
| Zeros | 11325 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 6 |
| median | 13 |
| Q3 | 29 |
| 95-th percentile | 87 |
| Maximum | 656 |
| Range | 656 |
| Interquartile range (IQR) | 23 |
Descriptive statistics
| Standard deviation | 31.34415635 |
|---|---|
| Coefficient of variation (CV) | 1.298084662 |
| Kurtosis | 20.65386843 |
| Mean | 24.14646538 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 3.487864298 |
| Sum | 43326196 |
| Variance | 982.4561373 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 88921 | 4.8% |
| 2 | 87213 | 4.7% |
| 4 | 84798 | 4.6% |
| 5 | 79767 | 4.3% |
| 6 | 74414 | 4.0% |
| 7 | 70531 | 3.8% |
| 8 | 65826 | 3.5% |
| 9 | 61128 | 3.3% |
| 1 | 59368 | 3.2% |
| 10 | 57383 | 3.1% |
| Other values (507) | 1064959 | |
| (Missing) | 66456 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 11325 | 0.6% |
| 1 | 59368 | |
| 2 | 87213 | |
| 3 | 88921 | |
| 4 | 84798 |
| Value | Count | Frequency (%) |
| 656 | 1 | |
| 639 | 1 | |
| 616 | 1 | |
| 615 | 1 | |
| 612 | 1 |
mths_since_recent_bc_dlq
Real number (ℝ)
| Distinct | 176 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1424835 |
| Missing (%) | 76.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.39710136 |
| Minimum | 0 |
|---|---|
| Maximum | 202 |
| Zeros | 724 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 21 |
| median | 37 |
| Q3 | 58 |
| 95-th percentile | 77 |
| Maximum | 202 |
| Range | 202 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 22.64389351 |
|---|---|
| Coefficient of variation (CV) | 0.5747603943 |
| Kurtosis | -0.7039802001 |
| Mean | 39.39710136 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | 0.3014496513 |
| Sum | 17174339 |
| Variance | 512.7459135 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 26 | 6725 | 0.4% |
| 28 | 6631 | 0.4% |
| 25 | 6583 | 0.4% |
| 27 | 6538 | 0.4% |
| 29 | 6537 | 0.4% |
| 19 | 6537 | 0.4% |
| 24 | 6525 | 0.4% |
| 45 | 6507 | 0.3% |
| 30 | 6505 | 0.3% |
| 42 | 6493 | 0.3% |
| Other values (166) | 370348 | 19.9% |
| (Missing) | 1424835 |
| Value | Count | Frequency (%) |
| 0 | 724 | < 0.1% |
| 1 | 2358 | |
| 2 | 2570 | |
| 3 | 3501 | |
| 4 | 4059 |
| Value | Count | Frequency (%) |
| 202 | 1 | |
| 198 | 1 | |
| 195 | 1 | |
| 194 | 1 | |
| 191 | 1 |
mths_since_recent_inq
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 231502 |
| Missing (%) | 12.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.833538743 |
| Minimum | 0 |
|---|---|
| Maximum | 25 |
| Zeros | 144935 |
| Zeros (%) | 7.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 5 |
| Q3 | 10 |
| 95-th percentile | 19 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 5.886091783 |
|---|---|
| Coefficient of variation (CV) | 0.861353393 |
| Kurtosis | 0.08001444571 |
| Mean | 6.833538743 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.9345546326 |
| Sum | 11133625 |
| Variance | 34.64607648 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 182665 | |
| 2 | 147592 | 7.9% |
| 0 | 144935 | 7.8% |
| 3 | 133707 | 7.2% |
| 4 | 121127 | 6.5% |
| 5 | 107240 | 5.8% |
| 6 | 95902 | 5.2% |
| 7 | 90916 | 4.9% |
| 8 | 79865 | 4.3% |
| 9 | 69753 | 3.7% |
| Other values (16) | 455560 | |
| (Missing) | 231502 |
| Value | Count | Frequency (%) |
| 0 | 144935 | |
| 1 | 182665 | |
| 2 | 147592 | |
| 3 | 133707 | |
| 4 | 121127 |
| Value | Count | Frequency (%) |
| 25 | 25 | < 0.1% |
| 24 | 7088 | |
| 23 | 14454 | |
| 22 | 15525 | |
| 21 | 17142 |
mths_since_recent_revol_delinq
Real number (ℝ)
| Distinct | 176 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1242944 |
| Missing (%) | 66.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.76925156 |
| Minimum | 0 |
|---|---|
| Maximum | 202 |
| Zeros | 1202 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 17 |
| median | 33 |
| Q3 | 52 |
| 95-th percentile | 76 |
| Maximum | 202 |
| Range | 202 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 22.36557937 |
|---|---|
| Coefficient of variation (CV) | 0.6252738986 |
| Kurtosis | -0.564524053 |
| Mean | 35.76925156 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | 0.4750363461 |
| Sum | 22098959 |
| Variance | 500.2191407 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 11227 | 0.6% |
| 12 | 11186 | 0.6% |
| 14 | 10822 | 0.6% |
| 15 | 10688 | 0.6% |
| 9 | 10510 | 0.6% |
| 19 | 10399 | 0.6% |
| 16 | 10376 | 0.6% |
| 18 | 10353 | 0.6% |
| 17 | 10265 | 0.6% |
| 26 | 10162 | 0.5% |
| Other values (166) | 511832 | |
| (Missing) | 1242944 |
| Value | Count | Frequency (%) |
| 0 | 1202 | 0.1% |
| 1 | 4318 | |
| 2 | 5013 | |
| 3 | 6609 | |
| 4 | 7648 |
| Value | Count | Frequency (%) |
| 202 | 1 | |
| 197 | 1 | |
| 190 | 1 | |
| 188 | 1 | |
| 180 | 1 |
num_accts_ever_120_pd
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 43 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 67527 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5096822116 |
| Minimum | 0 |
|---|---|
| Maximum | 51 |
| Zeros | 1373922 |
| Zeros (%) | 73.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 51 |
| Range | 51 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.353400391 |
|---|---|
| Coefficient of variation (CV) | 2.655380863 |
| Kurtosis | 48.67560805 |
| Mean | 0.5096822116 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.267436571 |
| Sum | 913981 |
| Variance | 1.831692617 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1373922 | |
| 1 | 224111 | 12.0% |
| 2 | 88559 | 4.8% |
| 3 | 40956 | 2.2% |
| 4 | 24183 | 1.3% |
| 5 | 14425 | 0.8% |
| 6 | 9357 | 0.5% |
| 7 | 5912 | 0.3% |
| 8 | 3771 | 0.2% |
| 9 | 2473 | 0.1% |
| Other values (33) | 5568 | 0.3% |
| (Missing) | 67527 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 1373922 | |
| 1 | 224111 | 12.0% |
| 2 | 88559 | 4.8% |
| 3 | 40956 | 2.2% |
| 4 | 24183 | 1.3% |
| Value | Count | Frequency (%) |
| 51 | 1 | |
| 45 | 1 | |
| 42 | 1 | |
| 39 | 2 | |
| 38 | 1 |
num_actv_bc_tl
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 38 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 67527 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.634749339 |
| Minimum | 0 |
|---|---|
| Maximum | 50 |
| Zeros | 41482 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 50 |
| Range | 50 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.284054619 |
|---|---|
| Coefficient of variation (CV) | 0.6283939844 |
| Kurtosis | 4.555388285 |
| Mean | 3.634749339 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.453178679 |
| Sum | 6517967 |
| Variance | 5.216905503 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 379243 | |
| 2 | 366865 | |
| 4 | 293002 | |
| 1 | 212794 | |
| 5 | 195764 | |
| 6 | 122656 | 6.6% |
| 7 | 72926 | 3.9% |
| 8 | 43473 | 2.3% |
| 0 | 41482 | 2.2% |
| 9 | 25892 | 1.4% |
| Other values (28) | 39140 | 2.1% |
| (Missing) | 67527 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 41482 | 2.2% |
| 1 | 212794 | |
| 2 | 366865 | |
| 3 | 379243 | |
| 4 | 293002 |
| Value | Count | Frequency (%) |
| 50 | 2 | |
| 47 | 1 | |
| 46 | 1 | |
| 45 | 1 | |
| 35 | 1 |
num_actv_rev_tl
Real number (ℝ)
| Distinct | 57 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 67527 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.593914803 |
| Minimum | 0 |
|---|---|
| Maximum | 72 |
| Zeros | 9283 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 12 |
| Maximum | 72 |
| Range | 72 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.337361084 |
|---|---|
| Coefficient of variation (CV) | 0.5966056333 |
| Kurtosis | 4.990278225 |
| Mean | 5.593914803 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.560594047 |
| Sum | 10031215 |
| Variance | 11.137979 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 275036 | |
| 3 | 254214 | |
| 5 | 250154 | |
| 6 | 204381 | |
| 2 | 175064 | |
| 7 | 157110 | |
| 8 | 115347 | |
| 9 | 83287 | 4.5% |
| 1 | 69485 | 3.7% |
| 10 | 58544 | 3.1% |
| Other values (47) | 150615 | |
| (Missing) | 67527 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 9283 | 0.5% |
| 1 | 69485 | 3.7% |
| 2 | 175064 | |
| 3 | 254214 | |
| 4 | 275036 |
| Value | Count | Frequency (%) |
| 72 | 1 | |
| 63 | 1 | |
| 60 | 1 | |
| 59 | 1 | |
| 58 | 1 |
num_bc_sats
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 58 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 55841 |
| Missing (%) | 3.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.751564471 |
| Minimum | 0 |
|---|---|
| Maximum | 63 |
| Zeros | 19402 |
| Zeros (%) | 1.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 10 |
| Maximum | 63 |
| Range | 63 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.006301021 |
|---|---|
| Coefficient of variation (CV) | 0.6326970915 |
| Kurtosis | 6.694474641 |
| Mean | 4.751564471 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.743292693 |
| Sum | 8576208 |
| Variance | 9.037845829 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 313937 | |
| 4 | 296962 | |
| 2 | 250475 | |
| 5 | 238813 | |
| 6 | 176714 | |
| 7 | 123662 | 6.6% |
| 1 | 120969 | 6.5% |
| 8 | 84417 | 4.5% |
| 9 | 56980 | 3.1% |
| 10 | 38266 | 2.1% |
| Other values (48) | 103728 | 5.6% |
| (Missing) | 55841 | 3.0% |
| Value | Count | Frequency (%) |
| 0 | 19402 | 1.0% |
| 1 | 120969 | 6.5% |
| 2 | 250475 | |
| 3 | 313937 | |
| 4 | 296962 |
| Value | Count | Frequency (%) |
| 63 | 1 | |
| 61 | 1 | |
| 59 | 1 | |
| 57 | 1 | |
| 55 | 1 |
num_bc_tl
Real number (ℝ)
| Distinct | 71 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 67527 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.877213664 |
| Minimum | 0 |
|---|---|
| Maximum | 89 |
| Zeros | 4509 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 17 |
| Maximum | 89 |
| Range | 89 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.753406792 |
|---|---|
| Coefficient of variation (CV) | 0.6034375852 |
| Kurtosis | 3.748171578 |
| Mean | 7.877213664 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.40257735 |
| Sum | 14125711 |
| Variance | 22.59487613 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 185556 | |
| 6 | 181074 | |
| 4 | 176236 | |
| 7 | 167171 | |
| 8 | 149551 | 8.0% |
| 3 | 143773 | 7.7% |
| 9 | 127443 | 6.8% |
| 10 | 106258 | 5.7% |
| 2 | 92871 | 5.0% |
| 11 | 87526 | 4.7% |
| Other values (61) | 375778 |
| Value | Count | Frequency (%) |
| 0 | 4509 | 0.2% |
| 1 | 36820 | 2.0% |
| 2 | 92871 | |
| 3 | 143773 | |
| 4 | 176236 |
| Value | Count | Frequency (%) |
| 89 | 1 | |
| 85 | 1 | |
| 70 | 2 | |
| 68 | 1 | |
| 67 | 1 |
num_il_tl
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 120 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 67527 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.556453497 |
| Minimum | 0 |
|---|---|
| Maximum | 159 |
| Zeros | 53736 |
| Zeros (%) | 2.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 7 |
| Q3 | 11 |
| 95-th percentile | 23 |
| Maximum | 159 |
| Range | 159 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 7.412515874 |
|---|---|
| Coefficient of variation (CV) | 0.8663070367 |
| Kurtosis | 7.669179977 |
| Mean | 8.556453497 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 2.076069703 |
| Sum | 15343749 |
| Variance | 54.94539158 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 153474 | 8.2% |
| 3 | 152574 | 8.2% |
| 5 | 146601 | 7.9% |
| 2 | 137417 | 7.4% |
| 6 | 135373 | 7.3% |
| 7 | 121504 | 6.5% |
| 8 | 106968 | 5.7% |
| 1 | 105070 | 5.6% |
| 9 | 92393 | 5.0% |
| 10 | 80332 | 4.3% |
| Other values (110) | 561531 |
| Value | Count | Frequency (%) |
| 0 | 53736 | 2.9% |
| 1 | 105070 | |
| 2 | 137417 | |
| 3 | 152574 | |
| 4 | 153474 |
| Value | Count | Frequency (%) |
| 159 | 1 | |
| 150 | 1 | |
| 138 | 1 | |
| 132 | 1 | |
| 131 | 1 |
num_op_rev_tl
Real number (ℝ)
| Distinct | 78 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 67527 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.249805798 |
| Minimum | 0 |
|---|---|
| Maximum | 83 |
| Zeros | 859 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 5 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 17 |
| Maximum | 83 |
| Range | 83 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 4.637617591 |
|---|---|
| Coefficient of variation (CV) | 0.5621486983 |
| Kurtosis | 4.584143697 |
| Mean | 8.249805798 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.508373784 |
| Sum | 14793857 |
| Variance | 21.50749692 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 194886 | |
| 5 | 189770 | |
| 7 | 184235 | |
| 8 | 164464 | |
| 4 | 164244 | |
| 9 | 140478 | |
| 3 | 117197 | 6.3% |
| 10 | 116562 | 6.3% |
| 11 | 94752 | 5.1% |
| 12 | 76014 | 4.1% |
| Other values (68) | 350635 | |
| (Missing) | 67527 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 859 | < 0.1% |
| 1 | 14427 | 0.8% |
| 2 | 61116 | 3.3% |
| 3 | 117197 | |
| 4 | 164244 |
| Value | Count | Frequency (%) |
| 83 | 1 | |
| 79 | 1 | |
| 78 | 1 | |
| 77 | 1 | |
| 76 | 1 |
num_rev_accts
Real number (ℝ)
| Distinct | 114 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 67528 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.26241443 |
| Minimum | 0 |
|---|---|
| Maximum | 128 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 8 |
| median | 13 |
| Q3 | 18 |
| 95-th percentile | 30 |
| Maximum | 128 |
| Range | 128 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.098789256 |
|---|---|
| Coefficient of variation (CV) | 0.5678413916 |
| Kurtosis | 3.359010329 |
| Mean | 14.26241443 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.352745931 |
| Sum | 25575875 |
| Variance | 65.59038742 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 107525 | 5.8% |
| 9 | 106139 | 5.7% |
| 11 | 105479 | 5.7% |
| 8 | 103260 | 5.5% |
| 12 | 101378 | 5.4% |
| 7 | 96915 | 5.2% |
| 13 | 96285 | 5.2% |
| 14 | 89183 | 4.8% |
| 6 | 85942 | 4.6% |
| 15 | 82840 | 4.5% |
| Other values (104) | 818290 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 19 | < 0.1% |
| 2 | 15101 | 0.8% |
| 3 | 33254 | |
| 4 | 53012 |
| Value | Count | Frequency (%) |
| 128 | 1 | |
| 127 | 1 | |
| 122 | 1 | |
| 121 | 1 | |
| 117 | 1 |
num_rev_tl_bal_gt_0
Real number (ℝ)
| Distinct | 51 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 67527 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.542163139 |
| Minimum | 0 |
|---|---|
| Maximum | 65 |
| Zeros | 9143 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 12 |
| Maximum | 65 |
| Range | 65 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.249594357 |
|---|---|
| Coefficient of variation (CV) | 0.5863404371 |
| Kurtosis | 4.167361993 |
| Mean | 5.542163139 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.458805847 |
| Sum | 9938412 |
| Variance | 10.55986349 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 277164 | |
| 3 | 255992 | |
| 5 | 252214 | |
| 6 | 205718 | |
| 2 | 175864 | |
| 7 | 157728 | |
| 8 | 115354 | |
| 9 | 82961 | 4.5% |
| 1 | 69351 | 3.7% |
| 10 | 57893 | 3.1% |
| Other values (41) | 142998 | |
| (Missing) | 67527 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 9143 | 0.5% |
| 1 | 69351 | 3.7% |
| 2 | 175864 | |
| 3 | 255992 | |
| 4 | 277164 |
| Value | Count | Frequency (%) |
| 65 | 1 | |
| 59 | 1 | |
| 58 | 1 | |
| 55 | 1 | |
| 47 | 1 |
num_sats
Real number (ℝ)
| Distinct | 86 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 55841 |
| Missing (%) | 3.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.62911714 |
| Minimum | 0 |
|---|---|
| Maximum | 90 |
| Zeros | 38 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 8 |
| median | 11 |
| Q3 | 14 |
| 95-th percentile | 22 |
| Maximum | 90 |
| Range | 90 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 5.58092735 |
|---|---|
| Coefficient of variation (CV) | 0.4799098058 |
| Kurtosis | 3.39765454 |
| Mean | 11.62911714 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.312670436 |
| Sum | 20989661 |
| Variance | 31.14675008 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 158266 | 8.5% |
| 10 | 153346 | 8.2% |
| 8 | 152398 | 8.2% |
| 11 | 141927 | 7.6% |
| 7 | 137730 | 7.4% |
| 12 | 127048 | 6.8% |
| 6 | 115245 | 6.2% |
| 13 | 110869 | 6.0% |
| 14 | 95062 | 5.1% |
| 5 | 84647 | 4.5% |
| Other values (76) | 528385 |
| Value | Count | Frequency (%) |
| 0 | 38 | < 0.1% |
| 1 | 1099 | 0.1% |
| 2 | 7385 | 0.4% |
| 3 | 23375 | |
| 4 | 51801 |
| Value | Count | Frequency (%) |
| 90 | 1 | |
| 87 | 1 | |
| 85 | 1 | |
| 84 | 2 | |
| 82 | 2 |
num_tl_120dpd_2m
Real number (ℝ)
MISSING  SKEWED  ZEROS 
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 135637 |
| Missing (%) | 7.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0007176283253 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 1723948 |
| Zeros (%) | 92.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.02837645603 |
|---|---|
| Coefficient of variation (CV) | 39.54199553 |
| Kurtosis | 3294.741615 |
| Mean | 0.0007176283253 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 47.16139638 |
| Sum | 1238 |
| Variance | 0.0008052232568 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1723948 | |
| 1 | 1130 | 0.1% |
| 2 | 43 | < 0.1% |
| 3 | 4 | < 0.1% |
| 6 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| (Missing) | 135637 | 7.3% |
| Value | Count | Frequency (%) |
| 0 | 1723948 | |
| 1 | 1130 | 0.1% |
| 2 | 43 | < 0.1% |
| 3 | 4 | < 0.1% |
| 4 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 4 | < 0.1% |
| 2 | 43 | < 0.1% |
| 1 | 1130 |
num_tl_30dpd
Real number (ℝ)
MISSING  SKEWED  ZEROS 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 67527 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.003092173539 |
| Minimum | 0 |
|---|---|
| Maximum | 4 |
| Zeros | 1788004 |
| Zeros (%) | 96.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.05904534787 |
|---|---|
| Coefficient of variation (CV) | 19.09509513 |
| Kurtosis | 581.2183374 |
| Mean | 0.003092173539 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 21.67442665 |
| Sum | 5545 |
| Variance | 0.003486353106 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1788004 | |
| 1 | 4964 | 0.3% |
| 2 | 233 | < 0.1% |
| 3 | 29 | < 0.1% |
| 4 | 7 | < 0.1% |
| (Missing) | 67527 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 1788004 | |
| 1 | 4964 | 0.3% |
| 2 | 233 | < 0.1% |
| 3 | 29 | < 0.1% |
| 4 | 7 | < 0.1% |
| Value | Count | Frequency (%) |
| 4 | 7 | < 0.1% |
| 3 | 29 | < 0.1% |
| 2 | 233 | < 0.1% |
| 1 | 4964 | 0.3% |
| 0 | 1788004 |
num_tl_90g_dpd_24m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 32 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 67527 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08598807631 |
| Minimum | 0 |
|---|---|
| Maximum | 42 |
| Zeros | 1694150 |
| Zeros (%) | 91.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 42 |
| Range | 42 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.501559491 |
|---|---|
| Coefficient of variation (CV) | 5.832895821 |
| Kurtosis | 354.9502455 |
| Mean | 0.08598807631 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.89752367 |
| Sum | 154197 |
| Variance | 0.251561923 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1694150 | |
| 1 | 74301 | 4.0% |
| 2 | 14483 | 0.8% |
| 3 | 4027 | 0.2% |
| 4 | 2276 | 0.1% |
| 5 | 1203 | 0.1% |
| 6 | 872 | < 0.1% |
| 7 | 524 | < 0.1% |
| 8 | 409 | < 0.1% |
| 9 | 281 | < 0.1% |
| Other values (22) | 711 | < 0.1% |
| (Missing) | 67527 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 1694150 | |
| 1 | 74301 | 4.0% |
| 2 | 14483 | 0.8% |
| 3 | 4027 | 0.2% |
| 4 | 2276 | 0.1% |
| Value | Count | Frequency (%) |
| 42 | 1 | |
| 39 | 1 | |
| 36 | 1 | |
| 30 | 2 | |
| 29 | 1 |
num_tl_op_past_12m
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 33 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 67527 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.153118634 |
| Minimum | 0 |
|---|---|
| Maximum | 32 |
| Zeros | 315076 |
| Zeros (%) | 16.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 32 |
| Range | 32 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.853250629 |
|---|---|
| Coefficient of variation (CV) | 0.8607285262 |
| Kurtosis | 4.648106682 |
| Mean | 2.153118634 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.486325675 |
| Sum | 3861052 |
| Variance | 3.434537892 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 447460 | |
| 2 | 401182 | |
| 0 | 315076 | |
| 3 | 285162 | |
| 4 | 168601 | 9.1% |
| 5 | 84621 | 4.5% |
| 6 | 42015 | 2.3% |
| 7 | 22726 | 1.2% |
| 8 | 11634 | 0.6% |
| 9 | 6444 | 0.3% |
| Other values (23) | 8316 | 0.4% |
| (Missing) | 67527 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 315076 | |
| 1 | 447460 | |
| 2 | 401182 | |
| 3 | 285162 | |
| 4 | 168601 | 9.1% |
| Value | Count | Frequency (%) |
| 32 | 1 | < 0.1% |
| 31 | 1 | < 0.1% |
| 30 | 2 | |
| 29 | 1 | < 0.1% |
| 28 | 4 |
pct_tl_nvr_dlq
Real number (ℝ)
| Distinct | 676 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 67681 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 94.13214419 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 9 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 75 |
| Q1 | 91.3 |
| median | 98.5 |
| Q3 | 100 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 8.7 |
Descriptive statistics
| Standard deviation | 8.914405693 |
|---|---|
| Coefficient of variation (CV) | 0.09470097351 |
| Kurtosis | 6.716653744 |
| Mean | 94.13214419 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | -2.251035041 |
| Sum | 168786747.5 |
| Variance | 79.46662886 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100.0 | 895510 | |
| 90.0 | 24579 | 1.3% |
| 95.0 | 23820 | 1.3% |
| 96.0 | 20992 | 1.1% |
| 90.9 | 18678 | 1.0% |
| 91.7 | 18613 | 1.0% |
| 92.3 | 18300 | 1.0% |
| 88.9 | 18080 | 1.0% |
| 92.9 | 17926 | 1.0% |
| 87.5 | 17815 | 1.0% |
| Other values (666) | 718770 | |
| (Missing) | 67681 | 3.6% |
| Value | Count | Frequency (%) |
| 0.0 | 9 | |
| 5.0 | 1 | < 0.1% |
| 5.9 | 1 | < 0.1% |
| 6.7 | 1 | < 0.1% |
| 7.1 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 100.0 | 895510 | |
| 99.4 | 1 | < 0.1% |
| 99.3 | 1 | < 0.1% |
| 99.2 | 7 | < 0.1% |
| 99.1 | 10 | < 0.1% |
percent_bc_gt_75
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 265 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 68191 |
| Missing (%) | 3.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.01678216 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 478780 |
| Zeros (%) | 25.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 40 |
| Q3 | 75 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 75 |
Descriptive statistics
| Standard deviation | 36.18086596 |
|---|---|
| Coefficient of variation (CV) | 0.8410872256 |
| Kurtosis | -1.264345127 |
| Mean | 43.01678216 |
| Median Absolute Deviation (MAD) | 35 |
| Skewness | 0.285871217 |
| Sum | 77110722.24 |
| Variance | 1309.055062 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0 | 478780 | |
| 100.0 | 310362 | |
| 50.0 | 193490 | |
| 33.3 | 121941 | 6.6% |
| 66.7 | 112986 | 6.1% |
| 25.0 | 80439 | 4.3% |
| 75.0 | 64254 | 3.5% |
| 20.0 | 52929 | 2.8% |
| 40.0 | 46069 | 2.5% |
| 60.0 | 40138 | 2.2% |
| Other values (255) | 291185 | |
| (Missing) | 68191 | 3.7% |
| Value | Count | Frequency (%) |
| 0.0 | 478780 | |
| 0.14 | 2 | < 0.1% |
| 0.17 | 1 | < 0.1% |
| 0.2 | 10 | < 0.1% |
| 0.25 | 19 | < 0.1% |
| Value | Count | Frequency (%) |
| 100.0 | 310362 | |
| 95.8 | 1 | < 0.1% |
| 95.5 | 2 | < 0.1% |
| 95.0 | 4 | < 0.1% |
| 94.7 | 5 | < 0.1% |
pub_rec_bankruptcies
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 697 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1329134918 |
| Minimum | 0 |
|---|---|
| Maximum | 12 |
| Zeros | 1629217 |
| Zeros (%) | 87.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 12 |
| Range | 12 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3729502281 |
|---|---|
| Coefficient of variation (CV) | 2.805962156 |
| Kurtosis | 18.91392313 |
| Mean | 0.1329134918 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.372677474 |
| Sum | 247228 |
| Variance | 0.1390918727 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1629217 | |
| 1 | 218397 | 11.7% |
| 2 | 9725 | 0.5% |
| 3 | 1953 | 0.1% |
| 4 | 505 | < 0.1% |
| 5 | 177 | < 0.1% |
| 6 | 58 | < 0.1% |
| 7 | 21 | < 0.1% |
| 8 | 9 | < 0.1% |
| 9 | 3 | < 0.1% |
| Other values (2) | 2 | < 0.1% |
| (Missing) | 697 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1629217 | |
| 1 | 218397 | 11.7% |
| 2 | 9725 | 0.5% |
| 3 | 1953 | 0.1% |
| 4 | 505 | < 0.1% |
| Value | Count | Frequency (%) |
| 12 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 9 | 3 | < 0.1% |
| 8 | 9 | |
| 7 | 21 |
tax_liens
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 41 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 39 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.04968385979 |
| Minimum | 0 |
|---|---|
| Maximum | 85 |
| Zeros | 1804142 |
| Zeros (%) | 97.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 85 |
| Range | 85 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3917672297 |
|---|---|
| Coefficient of variation (CV) | 7.885201179 |
| Kurtosis | 3595.687946 |
| Mean | 0.04968385979 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 33.06942152 |
| Sum | 92448 |
| Variance | 0.1534815623 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1804142 | |
| 1 | 38282 | 2.1% |
| 2 | 10607 | 0.6% |
| 3 | 3894 | 0.2% |
| 4 | 1755 | 0.1% |
| 5 | 900 | < 0.1% |
| 6 | 484 | < 0.1% |
| 7 | 230 | < 0.1% |
| 8 | 127 | < 0.1% |
| 9 | 89 | < 0.1% |
| Other values (31) | 215 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 1804142 | |
| 1 | 38282 | 2.1% |
| 2 | 10607 | 0.6% |
| 3 | 3894 | 0.2% |
| 4 | 1755 | 0.1% |
| Value | Count | Frequency (%) |
| 85 | 1 | |
| 63 | 1 | |
| 61 | 2 | |
| 53 | 1 | |
| 52 | 1 |
tot_hi_cred_lim
Real number (ℝ)
| Distinct | 492082 |
|---|---|
| Distinct (%) | 27.4% |
| Missing | 67527 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 177177.251 |
| Minimum | 0 |
|---|---|
| Maximum | 9999999 |
| Zeros | 45 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 18900 |
| Q1 | 50400 |
| median | 114094 |
| Q3 | 256176 |
| 95-th percentile | 506470.2 |
| Maximum | 9999999 |
| Range | 9999999 |
| Interquartile range (IQR) | 205776 |
Descriptive statistics
| Standard deviation | 180529.7564 |
|---|---|
| Coefficient of variation (CV) | 1.01892176 |
| Kurtosis | 96.04083929 |
| Mean | 177177.251 |
| Median Absolute Deviation (MAD) | 78903 |
| Skewness | 4.039018727 |
| Sum | 3.17720802 × 1011 |
| Variance | 3.259099293 × 1010 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12500 | 580 | < 0.1% |
| 15500 | 576 | < 0.1% |
| 16500 | 575 | < 0.1% |
| 15000 | 570 | < 0.1% |
| 13500 | 555 | < 0.1% |
| 19000 | 555 | < 0.1% |
| 16000 | 548 | < 0.1% |
| 13000 | 548 | < 0.1% |
| 17500 | 546 | < 0.1% |
| 10000 | 546 | < 0.1% |
| Other values (492072) | 1787638 | |
| (Missing) | 67527 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 45 | |
| 200 | 8 | < 0.1% |
| 300 | 23 | |
| 400 | 2 | < 0.1% |
| 500 | 52 |
| Value | Count | Frequency (%) |
| 9999999 | 14 | |
| 9375662 | 1 | < 0.1% |
| 8700253 | 1 | < 0.1% |
| 8592561 | 1 | < 0.1% |
| 5915440 | 1 | < 0.1% |
total_bal_ex_mort
Real number (ℝ)
| Distinct | 199183 |
|---|---|
| Distinct (%) | 11.0% |
| Missing | 47281 |
| Missing (%) | 2.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 50474.96238 |
| Minimum | 0 |
|---|---|
| Maximum | 3408095 |
| Zeros | 1200 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6637 |
| Q1 | 20862 |
| median | 37616 |
| Q3 | 63621 |
| 95-th percentile | 136629.9 |
| Maximum | 3408095 |
| Range | 3408095 |
| Interquartile range (IQR) | 42759 |
Descriptive statistics
| Standard deviation | 49036.7398 |
|---|---|
| Coefficient of variation (CV) | 0.9715062178 |
| Kurtosis | 60.70223425 |
| Mean | 50474.96238 |
| Median Absolute Deviation (MAD) | 19662 |
| Skewness | 4.14656316 |
| Sum | 9.153548621 × 1010 |
| Variance | 2404601850 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1200 | 0.1% |
| 25529 | 49 | < 0.1% |
| 34058 | 49 | < 0.1% |
| 19095 | 49 | < 0.1% |
| 16053 | 48 | < 0.1% |
| 28171 | 48 | < 0.1% |
| 23068 | 48 | < 0.1% |
| 20346 | 47 | < 0.1% |
| 21168 | 47 | < 0.1% |
| 20275 | 47 | < 0.1% |
| Other values (199173) | 1811851 | |
| (Missing) | 47281 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 1200 | |
| 1 | 20 | < 0.1% |
| 2 | 20 | < 0.1% |
| 3 | 25 | < 0.1% |
| 4 | 12 | < 0.1% |
| Value | Count | Frequency (%) |
| 3408095 | 1 | |
| 2921551 | 1 | |
| 2688920 | 1 | |
| 2644442 | 1 | |
| 1924200 | 1 |
total_bc_limit
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 18844 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 47281 |
| Missing (%) | 2.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22540.62774 |
| Minimum | 0 |
|---|---|
| Maximum | 1569000 |
| Zeros | 20910 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2300 |
| Q1 | 8000 |
| median | 15800 |
| Q3 | 29400 |
| 95-th percentile | 65600 |
| Maximum | 1569000 |
| Range | 1569000 |
| Interquartile range (IQR) | 21400 |
Descriptive statistics
| Standard deviation | 22511.9967 |
|---|---|
| Coefficient of variation (CV) | 0.998729803 |
| Kurtosis | 36.1443242 |
| Mean | 22540.62774 |
| Median Absolute Deviation (MAD) | 9300 |
| Skewness | 3.105835651 |
| Sum | 4.087704521 × 1010 |
| Variance | 506789995.4 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 20910 | 1.1% |
| 5000 | 14348 | 0.8% |
| 6000 | 12772 | 0.7% |
| 10000 | 12192 | 0.7% |
| 7000 | 12143 | 0.7% |
| 4000 | 11845 | 0.6% |
| 8000 | 11765 | 0.6% |
| 3000 | 11676 | 0.6% |
| 7500 | 11399 | 0.6% |
| 9000 | 11046 | 0.6% |
| Other values (18834) | 1683387 | |
| (Missing) | 47281 | 2.5% |
| Value | Count | Frequency (%) |
| 0 | 20910 | |
| 100 | 16 | < 0.1% |
| 200 | 219 | < 0.1% |
| 250 | 5 | < 0.1% |
| 251 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1569000 | 1 | |
| 1105500 | 1 | |
| 1090700 | 1 | |
| 1058000 | 1 | |
| 760000 | 1 |
total_il_high_credit_limit
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 182128 |
|---|---|
| Distinct (%) | 10.2% |
| Missing | 67527 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43203.16921 |
| Minimum | 0 |
|---|---|
| Maximum | 2101913 |
| Zeros | 214223 |
| Zeros (%) | 11.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 15000 |
| median | 32400 |
| Q3 | 58052 |
| 95-th percentile | 123405 |
| Maximum | 2101913 |
| Range | 2101913 |
| Interquartile range (IQR) | 43052 |
Descriptive statistics
| Standard deviation | 44380.50065 |
|---|---|
| Coefficient of variation (CV) | 1.027251043 |
| Kurtosis | 27.61990287 |
| Mean | 43203.16921 |
| Median Absolute Deviation (MAD) | 20400 |
| Skewness | 3.093542637 |
| Sum | 7.747352155 × 1010 |
| Variance | 1969628838 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 214223 | 11.5% |
| 10000 | 10724 | 0.6% |
| 15000 | 8309 | 0.4% |
| 20000 | 6744 | 0.4% |
| 5000 | 6598 | 0.4% |
| 12000 | 5202 | 0.3% |
| 25000 | 5050 | 0.3% |
| 6000 | 4428 | 0.2% |
| 8000 | 4103 | 0.2% |
| 7000 | 2773 | 0.1% |
| Other values (182118) | 1525083 | |
| (Missing) | 67527 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 214223 | |
| 36 | 1 | < 0.1% |
| 49 | 1 | < 0.1% |
| 59 | 1 | < 0.1% |
| 75 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2101913 | 1 | |
| 2000000 | 1 | |
| 1736064 | 1 | |
| 1665437 | 1 | |
| 1650162 | 1 |
revol_bal_joint
Real number (ℝ)
| Distinct | 39392 |
|---|---|
| Distinct (%) | 67.1% |
| Missing | 1802095 |
| Missing (%) | 96.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32795.1955 |
| Minimum | 0 |
|---|---|
| Maximum | 802982 |
| Zeros | 73 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4906.4 |
| Q1 | 14349 |
| median | 25451 |
| Q3 | 42523 |
| 95-th percentile | 84998.8 |
| Maximum | 802982 |
| Range | 802982 |
| Interquartile range (IQR) | 28174 |
Descriptive statistics
| Standard deviation | 28390.19917 |
|---|---|
| Coefficient of variation (CV) | 0.8656816566 |
| Kurtosis | 23.31008643 |
| Mean | 32795.1955 |
| Median Absolute Deviation (MAD) | 13013 |
| Skewness | 2.987603724 |
| Sum | 1924061325 |
| Variance | 806003409 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 73 | < 0.1% |
| 22157 | 8 | < 0.1% |
| 13053 | 8 | < 0.1% |
| 21280 | 7 | < 0.1% |
| 15105 | 7 | < 0.1% |
| 16111 | 7 | < 0.1% |
| 8263 | 7 | < 0.1% |
| 9004 | 7 | < 0.1% |
| 11549 | 7 | < 0.1% |
| 18440 | 7 | < 0.1% |
| Other values (39382) | 58531 | 3.1% |
| (Missing) | 1802095 |
| Value | Count | Frequency (%) |
| 0 | 73 | |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 802982 | 1 | |
| 473339 | 1 | |
| 426860 | 1 | |
| 399139 | 1 | |
| 384404 | 1 |
sec_app_fico_range_low
Real number (ℝ)
| Distinct | 61 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1802094 |
| Missing (%) | 96.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 669.7322311 |
| Minimum | 540 |
|---|---|
| Maximum | 840 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 540 |
|---|---|
| 5-th percentile | 595 |
| Q1 | 645 |
| median | 670 |
| Q3 | 695 |
| 95-th percentile | 750 |
| Maximum | 840 |
| Range | 300 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 45.46756517 |
|---|---|
| Coefficient of variation (CV) | 0.06788916982 |
| Kurtosis | 0.5815893412 |
| Mean | 669.7322311 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0.1065683629 |
| Sum | 39293190 |
| Variance | 2067.299483 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 670 | 3265 | 0.2% |
| 665 | 3192 | 0.2% |
| 660 | 3091 | 0.2% |
| 675 | 3026 | 0.2% |
| 680 | 2800 | 0.2% |
| 655 | 2786 | 0.1% |
| 650 | 2740 | 0.1% |
| 690 | 2482 | 0.1% |
| 685 | 2434 | 0.1% |
| 645 | 2282 | 0.1% |
| Other values (51) | 30572 | 1.6% |
| (Missing) | 1802094 |
| Value | Count | Frequency (%) |
| 540 | 167 | |
| 545 | 138 | |
| 550 | 159 | |
| 555 | 205 | |
| 560 | 206 |
| Value | Count | Frequency (%) |
| 840 | 4 | < 0.1% |
| 835 | 6 | < 0.1% |
| 830 | 19 | |
| 825 | 21 | |
| 820 | 30 |
sec_app_fico_range_high
Real number (ℝ)
| Distinct | 61 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1802094 |
| Missing (%) | 96.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 673.7322311 |
| Minimum | 544 |
|---|---|
| Maximum | 844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 544 |
|---|---|
| 5-th percentile | 599 |
| Q1 | 649 |
| median | 674 |
| Q3 | 699 |
| 95-th percentile | 754 |
| Maximum | 844 |
| Range | 300 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 45.46756517 |
|---|---|
| Coefficient of variation (CV) | 0.0674861066 |
| Kurtosis | 0.5815893412 |
| Mean | 673.7322311 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 0.1065683629 |
| Sum | 39527870 |
| Variance | 2067.299483 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 674 | 3265 | 0.2% |
| 669 | 3192 | 0.2% |
| 664 | 3091 | 0.2% |
| 679 | 3026 | 0.2% |
| 684 | 2800 | 0.2% |
| 659 | 2786 | 0.1% |
| 654 | 2740 | 0.1% |
| 694 | 2482 | 0.1% |
| 689 | 2434 | 0.1% |
| 649 | 2282 | 0.1% |
| Other values (51) | 30572 | 1.6% |
| (Missing) | 1802094 |
| Value | Count | Frequency (%) |
| 544 | 167 | |
| 549 | 138 | |
| 554 | 159 | |
| 559 | 205 | |
| 564 | 206 |
| Value | Count | Frequency (%) |
| 844 | 4 | < 0.1% |
| 839 | 6 | < 0.1% |
| 834 | 19 | |
| 829 | 21 | |
| 824 | 30 |
sec_app_earliest_cr_line
Categorical
HIGH CARDINALITY  MISSING 
| Distinct | 638 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 1802094 |
| Missing (%) | 96.8% |
| Memory size | 14.2 MiB |
| Aug-2006 | 553 |
|---|---|
| Aug-2005 | 542 |
| Sep-2005 | 501 |
| Sep-2006 | 491 |
| Mar-2006 | 472 |
| Other values (633) |
Unique
| Unique | 49 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | May-2008 |
|---|---|
| 2nd row | Jun-2005 |
| 3rd row | Aug-2002 |
| 4th row | Jul-2011 |
| 5th row | Nov-2004 |
Common Values
| Value | Count | Frequency (%) |
| Aug-2006 | 553 | < 0.1% |
| Aug-2005 | 542 | < 0.1% |
| Sep-2005 | 501 | < 0.1% |
| Sep-2006 | 491 | < 0.1% |
| Mar-2006 | 472 | < 0.1% |
| Sep-2004 | 463 | < 0.1% |
| Aug-2007 | 450 | < 0.1% |
| Jul-2006 | 450 | < 0.1% |
| Oct-2005 | 447 | < 0.1% |
| Jun-2006 | 443 | < 0.1% |
| Other values (628) | 53858 | 2.9% |
| (Missing) | 1802094 |
sec_app_inq_last_6mths
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1802094 |
| Missing (%) | 96.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6971365263 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 33743 |
| Zeros (%) | 1.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.043264757 |
|---|---|
| Coefficient of variation (CV) | 1.496499921 |
| Kurtosis | 4.316547881 |
| Mean | 0.6971365263 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.928539996 |
| Sum | 40901 |
| Variance | 1.088401352 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 33743 | 1.8% |
| 1 | 15258 | 0.8% |
| 2 | 5798 | 0.3% |
| 3 | 2262 | 0.1% |
| 4 | 980 | 0.1% |
| 5 | 433 | < 0.1% |
| 6 | 196 | < 0.1% |
| (Missing) | 1802094 |
| Value | Count | Frequency (%) |
| 0 | 33743 | |
| 1 | 15258 | |
| 2 | 5798 | 0.3% |
| 3 | 2262 | 0.1% |
| 4 | 980 | 0.1% |
| Value | Count | Frequency (%) |
| 6 | 196 | < 0.1% |
| 5 | 433 | < 0.1% |
| 4 | 980 | 0.1% |
| 3 | 2262 | 0.1% |
| 2 | 5798 |
sec_app_mort_acc
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 20 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1802094 |
| Missing (%) | 96.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.615936595 |
| Minimum | 0 |
|---|---|
| Maximum | 27 |
| Zeros | 22120 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.814248619 |
|---|---|
| Coefficient of variation (CV) | 1.122722652 |
| Kurtosis | 3.153496845 |
| Mean | 1.615936595 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.403690897 |
| Sum | 94807 |
| Variance | 3.291498053 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 22120 | 1.2% |
| 1 | 11310 | 0.6% |
| 2 | 9668 | 0.5% |
| 3 | 6825 | 0.4% |
| 4 | 4188 | 0.2% |
| 5 | 2363 | 0.1% |
| 6 | 1216 | 0.1% |
| 7 | 511 | < 0.1% |
| 8 | 246 | < 0.1% |
| 9 | 120 | < 0.1% |
| Other values (10) | 103 | < 0.1% |
| (Missing) | 1802094 |
| Value | Count | Frequency (%) |
| 0 | 22120 | |
| 1 | 11310 | |
| 2 | 9668 | |
| 3 | 6825 | 0.4% |
| 4 | 4188 | 0.2% |
| Value | Count | Frequency (%) |
| 27 | 1 | < 0.1% |
| 18 | 2 | < 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 1 | < 0.1% |
| 15 | 5 |
sec_app_open_acc
Real number (ℝ)
| Distinct | 63 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1802094 |
| Missing (%) | 96.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.28704619 |
| Minimum | 0 |
|---|---|
| Maximum | 82 |
| Zeros | 62 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 7 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 23 |
| Maximum | 82 |
| Range | 82 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 6.526584791 |
|---|---|
| Coefficient of variation (CV) | 0.5782367398 |
| Kurtosis | 2.590152449 |
| Mean | 11.28704619 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.195749002 |
| Sum | 662211 |
| Variance | 42.59630904 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 4251 | 0.2% |
| 9 | 4242 | 0.2% |
| 7 | 4076 | 0.2% |
| 10 | 3975 | 0.2% |
| 6 | 3834 | 0.2% |
| 11 | 3679 | 0.2% |
| 12 | 3416 | 0.2% |
| 5 | 3294 | 0.2% |
| 13 | 3121 | 0.2% |
| 4 | 2732 | 0.1% |
| Other values (53) | 22050 | 1.2% |
| (Missing) | 1802094 |
| Value | Count | Frequency (%) |
| 0 | 62 | < 0.1% |
| 1 | 761 | < 0.1% |
| 2 | 1386 | |
| 3 | 2126 | |
| 4 | 2732 |
| Value | Count | Frequency (%) |
| 82 | 1 | |
| 66 | 1 | |
| 61 | 1 | |
| 59 | 1 | |
| 58 | 1 |
sec_app_revol_util
Real number (ℝ)
| Distinct | 1176 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 1803076 |
| Missing (%) | 96.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.16235266 |
| Minimum | 0 |
|---|---|
| Maximum | 434.3 |
| Zeros | 776 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9.4 |
| Q1 | 36.7 |
| median | 58 |
| Q3 | 77.4 |
| 95-th percentile | 95.7 |
| Maximum | 434.3 |
| Range | 434.3 |
| Interquartile range (IQR) | 40.7 |
Descriptive statistics
| Standard deviation | 26.47530971 |
|---|---|
| Coefficient of variation (CV) | 0.4714067068 |
| Kurtosis | -0.01359461723 |
| Mean | 56.16235266 |
| Median Absolute Deviation (MAD) | 20.3 |
| Skewness | -0.1662574295 |
| Sum | 3239893.8 |
| Variance | 700.9420243 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0 | 776 | < 0.1% |
| 58.3 | 97 | < 0.1% |
| 60.2 | 91 | < 0.1% |
| 61.9 | 91 | < 0.1% |
| 57.9 | 90 | < 0.1% |
| 47.0 | 90 | < 0.1% |
| 64.9 | 90 | < 0.1% |
| 81.3 | 89 | < 0.1% |
| 81.8 | 89 | < 0.1% |
| 62.1 | 89 | < 0.1% |
| Other values (1166) | 56096 | 3.0% |
| (Missing) | 1803076 |
| Value | Count | Frequency (%) |
| 0.0 | 776 | |
| 0.1 | 43 | < 0.1% |
| 0.2 | 35 | < 0.1% |
| 0.3 | 28 | < 0.1% |
| 0.4 | 26 | < 0.1% |
| Value | Count | Frequency (%) |
| 434.3 | 1 | |
| 235.3 | 1 | |
| 212.6 | 1 | |
| 182.5 | 1 | |
| 165.2 | 1 |
sec_app_open_act_il
Real number (ℝ)
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1802094 |
| Missing (%) | 96.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.973615136 |
| Minimum | 0 |
|---|---|
| Maximum | 46 |
| Zeros | 7724 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 9 |
| Maximum | 46 |
| Range | 46 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.224706362 |
|---|---|
| Coefficient of variation (CV) | 1.084439719 |
| Kurtosis | 12.68511122 |
| Mean | 2.973615136 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.87895118 |
| Sum | 174462 |
| Variance | 10.39873112 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 13052 | 0.7% |
| 2 | 12759 | 0.7% |
| 3 | 9138 | 0.5% |
| 0 | 7724 | 0.4% |
| 4 | 5485 | 0.3% |
| 5 | 3119 | 0.2% |
| 6 | 1910 | 0.1% |
| 7 | 1299 | 0.1% |
| 8 | 809 | < 0.1% |
| 9 | 676 | < 0.1% |
| Other values (29) | 2699 | 0.1% |
| (Missing) | 1802094 |
| Value | Count | Frequency (%) |
| 0 | 7724 | |
| 1 | 13052 | |
| 2 | 12759 | |
| 3 | 9138 | |
| 4 | 5485 |
| Value | Count | Frequency (%) |
| 46 | 1 | |
| 39 | 2 | |
| 38 | 1 | |
| 36 | 1 | |
| 35 | 1 |
sec_app_num_rev_accts
Real number (ℝ)
| Distinct | 78 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1802094 |
| Missing (%) | 96.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.58118289 |
| Minimum | 0 |
|---|---|
| Maximum | 97 |
| Zeros | 281 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 7 |
| median | 11 |
| Q3 | 17 |
| 95-th percentile | 28 |
| Maximum | 97 |
| Range | 97 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 8.218563268 |
|---|---|
| Coefficient of variation (CV) | 0.6532424925 |
| Kurtosis | 3.963395387 |
| Mean | 12.58118289 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.452251382 |
| Sum | 738138 |
| Variance | 67.54478218 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 3583 | 0.2% |
| 7 | 3554 | 0.2% |
| 9 | 3510 | 0.2% |
| 10 | 3363 | 0.2% |
| 6 | 3340 | 0.2% |
| 11 | 3242 | 0.2% |
| 5 | 3078 | 0.2% |
| 12 | 3060 | 0.2% |
| 13 | 2728 | 0.1% |
| 4 | 2704 | 0.1% |
| Other values (68) | 26508 | 1.4% |
| (Missing) | 1802094 |
| Value | Count | Frequency (%) |
| 0 | 281 | < 0.1% |
| 1 | 900 | < 0.1% |
| 2 | 1488 | |
| 3 | 2115 | |
| 4 | 2704 |
| Value | Count | Frequency (%) |
| 97 | 1 | |
| 96 | 1 | |
| 95 | 1 | |
| 92 | 1 | |
| 90 | 1 |
sec_app_chargeoff_within_12_mths
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 19 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1802094 |
| Missing (%) | 96.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.04714504858 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 57076 |
| Zeros (%) | 3.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4156838618 |
|---|---|
| Coefficient of variation (CV) | 8.817126598 |
| Kurtosis | 549.6020483 |
| Mean | 0.04714504858 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 19.1965159 |
| Sum | 2766 |
| Variance | 0.1727930729 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 57076 | 3.1% |
| 1 | 1142 | 0.1% |
| 2 | 225 | < 0.1% |
| 3 | 85 | < 0.1% |
| 4 | 47 | < 0.1% |
| 5 | 35 | < 0.1% |
| 6 | 13 | < 0.1% |
| 7 | 11 | < 0.1% |
| 10 | 9 | < 0.1% |
| 8 | 8 | < 0.1% |
| Other values (9) | 19 | < 0.1% |
| (Missing) | 1802094 |
| Value | Count | Frequency (%) |
| 0 | 57076 | |
| 1 | 1142 | 0.1% |
| 2 | 225 | < 0.1% |
| 3 | 85 | < 0.1% |
| 4 | 47 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 1 | |
| 18 | 1 | |
| 17 | 2 | |
| 16 | 1 | |
| 15 | 1 |
sec_app_collections_12_mths_ex_med
Real number (ℝ)
MISSING  ZEROS 
| Distinct | 15 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1802094 |
| Missing (%) | 96.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08016021817 |
| Minimum | 0 |
|---|---|
| Maximum | 16 |
| Zeros | 55186 |
| Zeros (%) | 3.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.4130597109 |
|---|---|
| Coefficient of variation (CV) | 5.15292648 |
| Kurtosis | 258.4009047 |
| Mean | 0.08016021817 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.91498405 |
| Sum | 4703 |
| Variance | 0.1706183247 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 55186 | 3.0% |
| 1 | 2817 | 0.2% |
| 2 | 442 | < 0.1% |
| 3 | 120 | < 0.1% |
| 4 | 43 | < 0.1% |
| 5 | 18 | < 0.1% |
| 6 | 12 | < 0.1% |
| 8 | 10 | < 0.1% |
| 10 | 7 | < 0.1% |
| 11 | 5 | < 0.1% |
| Other values (5) | 10 | < 0.1% |
| (Missing) | 1802094 |
| Value | Count | Frequency (%) |
| 0 | 55186 | |
| 1 | 2817 | 0.2% |
| 2 | 442 | < 0.1% |
| 3 | 120 | < 0.1% |
| 4 | 43 | < 0.1% |
| Value | Count | Frequency (%) |
| 16 | 2 | < 0.1% |
| 15 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 11 | 5 | |
| 10 | 7 |
hardship_flag
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 9407 |
| Missing (%) | 0.5% |
| Memory size | 14.2 MiB |
| N | |
|---|---|
| Y | 1634 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | N |
|---|---|
| 2nd row | N |
| 3rd row | N |
| 4th row | N |
| 5th row | N |
Common Values
| Value | Count | Frequency (%) |
| N | 1849723 | |
| Y | 1634 | 0.1% |
| (Missing) | 9407 | 0.5% |
Common Values (Plot)
hardship_type
Categorical
IMBALANCE  MISSING 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1848057 |
| Missing (%) | 99.3% |
| Memory size | 14.2 MiB |
| INTEREST ONLY-3 MONTHS DEFERRAL | |
|---|---|
| CVD19SKIP | |
| ST0650PV01 | |
| DR02INTV01 | 4 |
| CVD193MO | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | INTEREST ONLY-3 MONTHS DEFERRAL |
|---|---|
| 2nd row | INTEREST ONLY-3 MONTHS DEFERRAL |
| 3rd row | INTEREST ONLY-3 MONTHS DEFERRAL |
| 4th row | INTEREST ONLY-3 MONTHS DEFERRAL |
| 5th row | INTEREST ONLY-3 MONTHS DEFERRAL |
Common Values
| Value | Count | Frequency (%) |
| INTEREST ONLY-3 MONTHS DEFERRAL | 9706 | 0.5% |
| CVD19SKIP | 1861 | 0.1% |
| ST0650PV01 | 1135 | 0.1% |
| DR02INTV01 | 4 | < 0.1% |
| CVD193MO | 1 | < 0.1% |
| (Missing) | 1848057 |
Common Values (Plot)
hardship_reason
Categorical
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1848056 |
| Missing (%) | 99.3% |
| Memory size | 14.2 MiB |
| NATURAL_DISASTER | |
|---|---|
| UNEMPLOYMENT | |
| EXCESSIVE_OBLIGATIONS | |
| INCOMECURT | |
| MEDICAL | |
| Other values (12) |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | INCOME_CURTAILMENT |
|---|---|
| 2nd row | MEDICAL |
| 3rd row | NATURAL_DISASTER |
| 4th row | NATURAL_DISASTER |
| 5th row | INCOME_CURTAILMENT |
Common Values
| Value | Count | Frequency (%) |
| NATURAL_DISASTER | 2369 | 0.1% |
| UNEMPLOYMENT | 1905 | 0.1% |
| EXCESSIVE_OBLIGATIONS | 1902 | 0.1% |
| INCOMECURT | 1779 | 0.1% |
| MEDICAL | 1366 | 0.1% |
| INCOME_CURTAILMENT | 1181 | 0.1% |
| REDUCED_HOURS | 623 | < 0.1% |
| UNEMPLOYED | 375 | < 0.1% |
| DIVORCE | 249 | < 0.1% |
| EXCESSOBLI | 213 | < 0.1% |
| Other values (7) | 746 | < 0.1% |
| (Missing) | 1848056 |
hardship_status
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1848057 |
| Missing (%) | 99.3% |
| Memory size | 14.2 MiB |
| COMPLETED | |
|---|---|
| BROKEN | |
| ACTIVE | |
| COMPLETE |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | COMPLETED |
|---|---|
| 2nd row | COMPLETED |
| 3rd row | COMPLETED |
| 4th row | COMPLETED |
| 5th row | COMPLETED |
Common Values
| Value | Count | Frequency (%) |
| COMPLETED | 6870 | 0.4% |
| BROKEN | 3013 | 0.2% |
| ACTIVE | 1635 | 0.1% |
| COMPLETE | 1189 | 0.1% |
| (Missing) | 1848057 |
Common Values (Plot)
deferral_term
Real number (ℝ)
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1848057 |
| Missing (%) | 99.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.852994413 |
| Minimum | 0 |
|---|---|
| Maximum | 4 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 3 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3572233153 |
|---|---|
| Coefficient of variation (CV) | 0.1252099597 |
| Kurtosis | 2.798332872 |
| Mean | 2.852994413 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.045505705 |
| Sum | 36253 |
| Variance | 0.127608497 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 10835 | 0.6% |
| 2 | 1864 | 0.1% |
| 4 | 5 | < 0.1% |
| 0 | 3 | < 0.1% |
| (Missing) | 1848057 |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 2 | 1864 | 0.1% |
| 3 | 10835 | |
| 4 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 4 | 5 | < 0.1% |
| 3 | 10835 | |
| 2 | 1864 | 0.1% |
| 0 | 3 | < 0.1% |
hardship_amount
Real number (ℝ)
| Distinct | 13871 |
|---|---|
| Distinct (%) | 62.7% |
| Missing | 1838650 |
| Missing (%) | 98.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 289.7746057 |
| Minimum | 0 |
|---|---|
| Maximum | 2797.5 |
| Zeros | 2070 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 71.8425 |
| median | 204.045 |
| Q3 | 410.975 |
| 95-th percentile | 893.54 |
| Maximum | 2797.5 |
| Range | 2797.5 |
| Interquartile range (IQR) | 339.1325 |
Descriptive statistics
| Standard deviation | 285.920451 |
|---|---|
| Coefficient of variation (CV) | 0.9866994739 |
| Kurtosis | 2.135875847 |
| Mean | 289.7746057 |
| Median Absolute Deviation (MAD) | 152.445 |
| Skewness | 1.447816815 |
| Sum | 6408075.63 |
| Variance | 81750.50429 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0 | 2070 | 0.1% |
| 311.34 | 16 | < 0.1% |
| 326.97 | 16 | < 0.1% |
| 332.1 | 15 | < 0.1% |
| 634.23 | 15 | < 0.1% |
| 352.27 | 14 | < 0.1% |
| 320.05 | 14 | < 0.1% |
| 309.74 | 14 | < 0.1% |
| 346.9 | 13 | < 0.1% |
| 339.79 | 13 | < 0.1% |
| Other values (13861) | 19914 | 1.1% |
| (Missing) | 1838650 |
| Value | Count | Frequency (%) |
| 0.0 | 2070 | |
| 0.13 | 2 | < 0.1% |
| 0.16 | 2 | < 0.1% |
| 0.51 | 1 | < 0.1% |
| 0.52 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2797.5 | 1 | < 0.1% |
| 2000.0 | 3 | |
| 1793.18 | 1 | < 0.1% |
| 1537.99 | 1 | < 0.1% |
| 1501.0 | 1 | < 0.1% |
hardship_start_date
Categorical
| Distinct | 45 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 1848057 |
| Missing (%) | 99.3% |
| Memory size | 14.2 MiB |
| Sep-2017 | |
|---|---|
| Apr-2020 | |
| Oct-2017 | |
| Nov-2017 | 432 |
| Oct-2018 | 420 |
| Other values (40) |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | May-2017 |
|---|---|
| 2nd row | Jun-2017 |
| 3rd row | Sep-2017 |
| 4th row | Sep-2017 |
| 5th row | Sep-2017 |
Common Values
| Value | Count | Frequency (%) |
| Sep-2017 | 2159 | 0.1% |
| Apr-2020 | 1817 | 0.1% |
| Oct-2017 | 992 | 0.1% |
| Nov-2017 | 432 | < 0.1% |
| Oct-2018 | 420 | < 0.1% |
| Aug-2018 | 391 | < 0.1% |
| Jun-2017 | 384 | < 0.1% |
| May-2017 | 361 | < 0.1% |
| Sep-2018 | 359 | < 0.1% |
| Aug-2017 | 343 | < 0.1% |
| Other values (35) | 5049 | 0.3% |
| (Missing) | 1848057 |
hardship_end_date
Categorical
| Distinct | 45 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 1848057 |
| Missing (%) | 99.3% |
| Memory size | 14.2 MiB |
| Dec-2017 | |
|---|---|
| Jun-2020 | |
| Nov-2017 | |
| Jan-2018 | 685 |
| Dec-2018 | 408 |
| Other values (40) |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Aug-2017 |
|---|---|
| 2nd row | Sep-2017 |
| 3rd row | Dec-2017 |
| 4th row | Nov-2017 |
| 5th row | Dec-2017 |
Common Values
| Value | Count | Frequency (%) |
| Dec-2017 | 1539 | 0.1% |
| Jun-2020 | 1354 | 0.1% |
| Nov-2017 | 1223 | 0.1% |
| Jan-2018 | 685 | < 0.1% |
| Dec-2018 | 408 | < 0.1% |
| Oct-2017 | 380 | < 0.1% |
| Aug-2017 | 375 | < 0.1% |
| Feb-2018 | 368 | < 0.1% |
| Jan-2019 | 354 | < 0.1% |
| Nov-2018 | 349 | < 0.1% |
| Other values (35) | 5672 | 0.3% |
| (Missing) | 1848057 |
payment_plan_start_date
Categorical
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1848057 |
| Missing (%) | 99.3% |
| Memory size | 14.2 MiB |
| Sep-2017 | |
|---|---|
| Oct-2017 | |
| Apr-2020 | |
| Nov-2017 | 596 |
| Aug-2018 | 392 |
| Other values (39) |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | May-2017 |
|---|---|
| 2nd row | Jul-2017 |
| 3rd row | Oct-2017 |
| 4th row | Sep-2017 |
| 5th row | Oct-2017 |
Common Values
| Value | Count | Frequency (%) |
| Sep-2017 | 1530 | 0.1% |
| Oct-2017 | 1460 | 0.1% |
| Apr-2020 | 1343 | 0.1% |
| Nov-2017 | 596 | < 0.1% |
| Aug-2018 | 392 | < 0.1% |
| Oct-2018 | 391 | < 0.1% |
| Dec-2017 | 384 | < 0.1% |
| Jun-2017 | 377 | < 0.1% |
| Nov-2018 | 360 | < 0.1% |
| Sep-2018 | 358 | < 0.1% |
| Other values (34) | 5516 | 0.3% |
| (Missing) | 1848057 |
hardship_length
Real number (ℝ)
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1848057 |
| Missing (%) | 99.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.852994413 |
| Minimum | 0 |
|---|---|
| Maximum | 4 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 3 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.3572233153 |
|---|---|
| Coefficient of variation (CV) | 0.1252099597 |
| Kurtosis | 2.798332872 |
| Mean | 2.852994413 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -2.045505705 |
| Sum | 36253 |
| Variance | 0.127608497 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 10835 | 0.6% |
| 2 | 1864 | 0.1% |
| 4 | 5 | < 0.1% |
| 0 | 3 | < 0.1% |
| (Missing) | 1848057 |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 2 | 1864 | 0.1% |
| 3 | 10835 | |
| 4 | 5 | < 0.1% |
| Value | Count | Frequency (%) |
| 4 | 5 | < 0.1% |
| 3 | 10835 | |
| 2 | 1864 | 0.1% |
| 0 | 3 | < 0.1% |
hardship_dpd
Real number (ℝ)
| Distinct | 37 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1848057 |
| Missing (%) | 99.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.28157708 |
| Minimum | 0 |
|---|---|
| Maximum | 38 |
| Zeros | 3647 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 13 |
| Q3 | 21 |
| 95-th percentile | 28 |
| Maximum | 38 |
| Range | 38 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 9.983949488 |
|---|---|
| Coefficient of variation (CV) | 0.8129208016 |
| Kurtosis | -1.40900872 |
| Mean | 12.28157708 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.07260593275 |
| Sum | 156062 |
| Variance | 99.67924738 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3647 | 0.2% |
| 26 | 445 | < 0.1% |
| 25 | 445 | < 0.1% |
| 23 | 423 | < 0.1% |
| 11 | 410 | < 0.1% |
| 16 | 408 | < 0.1% |
| 20 | 397 | < 0.1% |
| 22 | 389 | < 0.1% |
| 17 | 380 | < 0.1% |
| 28 | 377 | < 0.1% |
| Other values (27) | 5386 | 0.3% |
| (Missing) | 1848057 |
| Value | Count | Frequency (%) |
| 0 | 3647 | |
| 1 | 86 | < 0.1% |
| 2 | 79 | < 0.1% |
| 3 | 130 | < 0.1% |
| 4 | 103 | < 0.1% |
| Value | Count | Frequency (%) |
| 38 | 1 | < 0.1% |
| 37 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 33 | 4 | |
| 32 | 6 |
hardship_loan_status
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 1848068 |
| Missing (%) | 99.3% |
| Memory size | 14.2 MiB |
| Late (16-30 days) | |
|---|---|
| In Grace Period | |
| Current | |
| ACTIVE | |
| GRACE_CURRENT | |
| Other values (5) |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Late (31-120 days) |
|---|---|
| 2nd row | Current |
| 3rd row | In Grace Period |
| 4th row | Current |
| 5th row | Current |
Common Values
| Value | Count | Frequency (%) |
| Late (16-30 days) | 4371 | 0.2% |
| In Grace Period | 2632 | 0.1% |
| Current | 2271 | 0.1% |
| ACTIVE | 1579 | 0.1% |
| GRACE_CURRENT | 573 | < 0.1% |
| DELINQUENT | 481 | < 0.1% |
| Late (31-120 days) | 419 | < 0.1% |
| CURRENT | 246 | < 0.1% |
| INCOLLECTION | 111 | < 0.1% |
| Issued | 13 | < 0.1% |
| (Missing) | 1848068 |
Common Values (Plot)
orig_projected_additional_accrued_interest
Real number (ℝ)
| Distinct | 7749 |
|---|---|
| Distinct (%) | 40.2% |
| Missing | 1841486 |
| Missing (%) | 99.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 175.7174051 |
| Minimum | 0 |
|---|---|
| Maximum | 3466.9 |
| Zeros | 10512 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 241.0225 |
| 95-th percentile | 840.2835 |
| Maximum | 3466.9 |
| Range | 3466.9 |
| Interquartile range (IQR) | 241.0225 |
Descriptive statistics
| Standard deviation | 307.7193062 |
|---|---|
| Coefficient of variation (CV) | 1.751216995 |
| Kurtosis | 8.057675296 |
| Mean | 175.7174051 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.515918786 |
| Sum | 3387480.135 |
| Variance | 94691.17138 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0 | 10512 | 0.6% |
| 209.7 | 4 | < 0.1% |
| 186.9 | 4 | < 0.1% |
| 154.77 | 4 | < 0.1% |
| 137.07 | 4 | < 0.1% |
| 396.99 | 4 | < 0.1% |
| 40.2 | 4 | < 0.1% |
| 449.13 | 4 | < 0.1% |
| 237.78 | 4 | < 0.1% |
| 174.0 | 4 | < 0.1% |
| Other values (7739) | 8730 | 0.5% |
| (Missing) | 1841486 |
| Value | Count | Frequency (%) |
| 0.0 | 10512 | |
| 0.03 | 1 | < 0.1% |
| 0.1 | 1 | < 0.1% |
| 0.16 | 1 | < 0.1% |
| 0.29 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3466.9 | 1 | |
| 2679.15 | 1 | |
| 2513.04 | 1 | |
| 2486.94 | 1 | |
| 2423.88 | 1 |
hardship_payoff_balance_amount
Real number (ℝ)
| Distinct | 11596 |
|---|---|
| Distinct (%) | 52.4% |
| Missing | 1838650 |
| Missing (%) | 98.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5776.863386 |
| Minimum | 0 |
|---|---|
| Maximum | 42135.55 |
| Zeros | 10488 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1400.6 |
| Q3 | 9683.7975 |
| 95-th percentile | 22896.8295 |
| Maximum | 42135.55 |
| Range | 42135.55 |
| Interquartile range (IQR) | 9683.7975 |
Descriptive statistics
| Standard deviation | 7920.627297 |
|---|---|
| Coefficient of variation (CV) | 1.371094791 |
| Kurtosis | 1.51267513 |
| Mean | 5776.863386 |
| Median Absolute Deviation (MAD) | 1400.6 |
| Skewness | 1.464412173 |
| Sum | 127749556.9 |
| Variance | 62736336.78 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.0 | 10488 | 0.6% |
| 2825.0 | 2 | < 0.1% |
| 6907.74 | 2 | < 0.1% |
| 1260.64 | 2 | < 0.1% |
| 8552.54 | 2 | < 0.1% |
| 6659.91 | 2 | < 0.1% |
| 10084.98 | 2 | < 0.1% |
| 4335.58 | 2 | < 0.1% |
| 5262.81 | 2 | < 0.1% |
| 10797.54 | 2 | < 0.1% |
| Other values (11586) | 11608 | 0.6% |
| (Missing) | 1838650 |
| Value | Count | Frequency (%) |
| 0.0 | 10488 | |
| 0.01 | 2 | < 0.1% |
| 0.02 | 2 | < 0.1% |
| 0.06 | 1 | < 0.1% |
| 0.14 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 42135.55 | 1 | |
| 40306.41 | 1 | |
| 39746.94 | 1 | |
| 39542.45 | 1 | |
| 39375.38 | 1 |
hardship_last_payment_amount
Real number (ℝ)
| Distinct | 18226 |
|---|---|
| Distinct (%) | 82.4% |
| Missing | 1838650 |
| Missing (%) | 98.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2227.850193 |
| Minimum | 0 |
|---|---|
| Maximum | 40270.98 |
| Zeros | 44 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.9165 |
| Q1 | 100 |
| median | 316.975 |
| Q3 | 927.29 |
| 95-th percentile | 13658.3925 |
| Maximum | 40270.98 |
| Range | 40270.98 |
| Interquartile range (IQR) | 827.29 |
Descriptive statistics
| Standard deviation | 5224.773951 |
|---|---|
| Coefficient of variation (CV) | 2.345208833 |
| Kurtosis | 13.77638836 |
| Mean | 2227.850193 |
| Median Absolute Deviation (MAD) | 264.345 |
| Skewness | 3.525899772 |
| Sum | 49266679.17 |
| Variance | 27298262.83 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50.0 | 68 | < 0.1% |
| 0.0 | 44 | < 0.1% |
| 100.0 | 38 | < 0.1% |
| 0.02 | 25 | < 0.1% |
| 0.11 | 22 | < 0.1% |
| 0.05 | 22 | < 0.1% |
| 200.0 | 20 | < 0.1% |
| 0.01 | 19 | < 0.1% |
| 0.03 | 19 | < 0.1% |
| 0.07 | 18 | < 0.1% |
| Other values (18216) | 21819 | 1.2% |
| (Missing) | 1838650 |
| Value | Count | Frequency (%) |
| 0.0 | 44 | |
| 0.01 | 19 | |
| 0.02 | 25 | |
| 0.03 | 19 | |
| 0.04 | 16 | < 0.1% |
| Value | Count | Frequency (%) |
| 40270.98 | 1 | |
| 39920.05 | 1 | |
| 39812.17 | 1 | |
| 39594.78 | 1 | |
| 39476.34 | 1 |
debt_settlement_flag
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.2 MiB |
| N | |
|---|---|
| Y | 51175 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | N |
|---|---|
| 2nd row | N |
| 3rd row | N |
| 4th row | N |
| 5th row | N |
Common Values
| Value | Count | Frequency (%) |
| N | 1809589 | |
| Y | 51175 | 2.8% |
Common Values (Plot)
target
Real number (ℝ)
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.07187907763 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1727014 |
| Zeros (%) | 92.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 14.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.258287653 |
|---|---|
| Coefficient of variation (CV) | 3.593363486 |
| Kurtosis | 8.989727397 |
| Mean | 0.07187907763 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.315074318 |
| Sum | 133750 |
| Variance | 0.06671251168 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1727014 | |
| 1 | 133750 | 7.2% |
| Value | Count | Frequency (%) |
| 0 | 1727014 | |
| 1 | 133750 | 7.2% |
| Value | Count | Frequency (%) |
| 1 | 133750 | 7.2% |
| 0 | 1727014 |
fico_average
Real number (ℝ)
| Distinct | 40 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 699.6776974 |
| Minimum | 627 |
|---|---|
| Maximum | 847.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 16.0 MiB |
Quantile statistics
| Minimum | 627 |
|---|---|
| 5-th percentile | 662 |
| Q1 | 672 |
| median | 692 |
| Q3 | 717 |
| 95-th percentile | 767 |
| Maximum | 847.5 |
| Range | 220.5 |
| Interquartile range (IQR) | 45 |
Descriptive statistics
| Standard deviation | 32.70799007 |
|---|---|
| Coefficient of variation (CV) | 0.04674722403 |
| Kurtosis | 1.420076709 |
| Mean | 699.6776974 |
| Median Absolute Deviation (MAD) | 20 |
| Skewness | 1.229140989 |
| Sum | 1301935071 |
| Variance | 1069.812615 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 662.0 | 159813 | 8.6% |
| 672.0 | 155307 | 8.3% |
| 667.0 | 154535 | 8.3% |
| 682.0 | 139401 | 7.5% |
| 677.0 | 139255 | 7.5% |
| 687.0 | 123082 | 6.6% |
| 692.0 | 119794 | 6.4% |
| 697.0 | 107931 | 5.8% |
| 702.0 | 101000 | 5.4% |
| 707.0 | 91530 | 4.9% |
| Other values (30) | 569116 |
| Value | Count | Frequency (%) |
| 627.0 | 1 | < 0.1% |
| 632.0 | 1 | < 0.1% |
| 662.0 | 159813 | |
| 667.0 | 154535 | |
| 672.0 | 155307 |
| Value | Count | Frequency (%) |
| 847.5 | 306 | < 0.1% |
| 842.0 | 402 | < 0.1% |
| 837.0 | 638 | < 0.1% |
| 832.0 | 1092 | |
| 827.0 | 1649 |